{
 "nbformat": 4,
 "nbformat_minor": 0,
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3"
  },
  "language_info": {
   "name": "python"
  }
 },
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "Pairs Trading in Crytpo, Event Driven Backtesting and Evaluation"
   ],
   "metadata": {
    "id": "v2h1w5m5pmNL"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ],
   "metadata": {
    "id": "V86QVURkQQCr"
   },
   "execution_count": 1,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "1. Data processing & EDA"
   ],
   "metadata": {
    "id": "gL1HAS5Kpz3E"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "E11o8-s08WGl",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "3674385d-46c9-4483-e32f-8943945c8e83"
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: opendatasets in /usr/local/lib/python3.10/dist-packages (0.1.22)\n",
      "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from opendatasets) (4.65.0)\n",
      "Requirement already satisfied: kaggle in /usr/local/lib/python3.10/dist-packages (from opendatasets) (1.5.13)\n",
      "Requirement already satisfied: click in /usr/local/lib/python3.10/dist-packages (from opendatasets) (8.1.3)\n",
      "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.10/dist-packages (from kaggle->opendatasets) (1.16.0)\n",
      "Requirement already satisfied: certifi in /usr/local/lib/python3.10/dist-packages (from kaggle->opendatasets) (2022.12.7)\n",
      "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.10/dist-packages (from kaggle->opendatasets) (2.8.2)\n",
      "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from kaggle->opendatasets) (2.27.1)\n",
      "Requirement already satisfied: python-slugify in /usr/local/lib/python3.10/dist-packages (from kaggle->opendatasets) (8.0.1)\n",
      "Requirement already satisfied: urllib3 in /usr/local/lib/python3.10/dist-packages (from kaggle->opendatasets) (1.26.15)\n",
      "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.10/dist-packages (from python-slugify->kaggle->opendatasets) (1.3)\n",
      "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle->opendatasets) (2.0.12)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->kaggle->opendatasets) (3.4)\n"
     ]
    }
   ],
   "source": [
    "!pip install opendatasets"
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "import datetime\n",
    "import os\n",
    "import shutil\n",
    "from decimal import Decimal\n",
    "import fsspec\n",
    "import pandas as pd"
   ],
   "metadata": {
    "id": "A9ki6h1fLK0Y"
   },
   "execution_count": 3,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "import opendatasets as od\n",
    "od.download(\"https://www.kaggle.com/datasets/tencars/392-crypto-currency-pairs-at-minute-resolution\")"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "BumfOnHz97e1",
    "outputId": "c114e3d0-6f85-47f1-d3b9-2705f442abce"
   },
   "execution_count": 4,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Skipping, found downloaded files in \"./392-crypto-currency-pairs-at-minute-resolution\" (use force=True to force download)\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "DATA_DIR = \"./392-crypto-currency-pairs-at-minute-resolution\"\n",
    "fs = fsspec.filesystem('file')\n",
    "raw_files = fs.glob(f\"{DATA_DIR}/*.csv\")\n",
    "assert raw_files, f\"Unable to find any histdata files in directory {DATA_DIR}\""
   ],
   "metadata": {
    "id": "S3MJSv0ULsiR"
   },
   "execution_count": 5,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "I found that CSV file with \"_usd.csv\" is the relatively latest spot price data, so I will use spot price data for correlation calculation and long/short portfolio calculation"
   ],
   "metadata": {
    "id": "kBSg1XkBp5d3"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "spot = [link for link in raw_files if link.endswith('_usd.csv') ] # for correlation calculation"
   ],
   "metadata": {
    "id": "rACMmnPBR8hJ"
   },
   "execution_count": 6,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "I see the time interval in these files concentrate from 2023-06-03 12:00:00 to 2023-06-11 12:00:00, so I will use interval 2023-06-03 12:00:00 => 2023-06-09 12:00:00 of the data for correlation calculation and interval 2023-06-09 12:00:00 => 2023-06-11 12:00:00 for backtesting"
   ],
   "metadata": {
    "id": "B_vjAWoT-uBi"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "#use multi threading to read all the csv files with file path array spot to pandas dataframe, with index as datetime, symbol as column name and close price as value, and then concatenate all the dataframes into one dataframe\n",
    "\n",
    "import os\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "from typing import List\n",
    "import dask.dataframe as dd\n",
    "import multiprocessing\n",
    "\n",
    "def read_csv_to_df(file_path: str) -> pd.DataFrame:\n",
    "  df = pd.read_csv(file_path, index_col = 'time')\n",
    "  df = df[['close']]\n",
    "  df.columns = [file_path.split('/')[-1].replace(\".csv\",\"\")]\n",
    "  df.index = pd.to_datetime(df.index, unit='ms')\n",
    "\n",
    "  # assume df is a dataframe with a datetime index\n",
    "  start_time = '2023-06-03 12:00:00'\n",
    "  end_time = '2023-06-11 12:00:00'\n",
    "  # create a new datetime index at 5-minute intervals\n",
    "  new_index = pd.date_range(start=start_time, end=end_time, freq='5T')\n",
    "  # resample the dataframe to the new index\n",
    "  df_resampled = df.resample('5T').last().reindex(new_index)\n",
    "  # fill missing values with the last observed value\n",
    "  df_resampled.fillna(method='ffill', inplace=True)\n",
    "\n",
    "  return df_resampled\n",
    "\n",
    "def read_csvs_to_df(file_paths: List[str]) -> pd.DataFrame:\n",
    "    with multiprocessing.Pool() as pool:\n",
    "        dfs = list(tqdm(pool.map(read_csv_to_df, file_paths), total=len(file_paths)))\n",
    "    return dfs\n",
    "\n",
    "temp = read_csvs_to_df(spot)\n",
    "\n",
    "spot_df = dd.concat(temp, axis=1).compute()\n"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "YMlpTylUSeI1",
    "outputId": "b64622de-aa61-4638-c63a-8824849524ba"
   },
   "execution_count": 7,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "100%|██████████| 67/67 [00:00<00:00, 446060.90it/s]\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "# count the number of missing values in each column\n",
    "na_counts = spot_df.isna().sum()\n",
    "\n",
    "# drop columns with more than 0 NaN value\n",
    "spot_df = spot_df.drop(columns=na_counts[na_counts >= 1].index)"
   ],
   "metadata": {
    "id": "shRW3G7syunK"
   },
   "execution_count": 8,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "start_time = '2023-06-03 12:00:00'\n",
    "end_time = '2023-06-09 12:00:00'\n",
    "\n",
    "# Convert the start_time and end_time strings to datetime objects\n",
    "start_time = pd.to_datetime(start_time)\n",
    "end_time = pd.to_datetime(end_time)\n",
    "\n",
    "# Use boolean indexing to slice the DataFrame\n",
    "spot_df_corr_test = spot_df[(spot_df.index >= start_time) & (spot_df.index <= end_time)]"
   ],
   "metadata": {
    "id": "5pKyiC6FziNv"
   },
   "execution_count": 9,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "Cointegration test is chosen for finding the correlated pairs for this pairs trading strategy, and I choose 0.5% as minimum P-value for the cointegration test"
   ],
   "metadata": {
    "id": "_JN3dYgSqNfQ"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "from statsmodels.tsa.stattools import coint\n",
    "\n",
    "min_pvalue = 0.005\n",
    "\n",
    "def find_cointegrated_pairs(data,min_pvalue):\n",
    "    n = data.shape[1]\n",
    "    score_matrix = np.zeros((n, n))\n",
    "    pvalue_matrix = np.ones((n, n))\n",
    "    keys = data.keys()\n",
    "    pairs = []\n",
    "    for i in range(n):\n",
    "        for j in range(i+1, n):\n",
    "            S1 = data[keys[i]]\n",
    "            S2 = data[keys[j]]\n",
    "            result = coint(S1, S2)\n",
    "            score = result[0]\n",
    "            pvalue = result[1]\n",
    "            score_matrix[i, j] = score\n",
    "            pvalue_matrix[i, j] = pvalue\n",
    "            #if pvalue is smaller than minimum P-value, reject null hypothesis\n",
    "            #and conclude the pair is correlated\n",
    "            if pvalue < min_pvalue:\n",
    "                pairs.append((keys[i], keys[j]))\n",
    "    return score_matrix, pvalue_matrix, pairs"
   ],
   "metadata": {
    "id": "5Lo_BofO8Apm"
   },
   "execution_count": 10,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "scores, pvalues, pairs = find_cointegrated_pairs(spot_df_corr_test,min_pvalue)\n",
    "print(\"Below pairs of crypto are chosen for pairs trading strategy\")\n",
    "print(pairs)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "-3S-aO_U8Cow",
    "outputId": "645fc2fa-aebf-47cd-ca96-79c54451ce0c"
   },
   "execution_count": 11,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Below pairs of crypto are chosen for pairs trading strategy\n",
      "[('chsb_usd', 'ethw_usd'), ('chsb_usd', 'shib_usd'), ('chsb_usd', 'spell_usd'), ('chsb_usd', 'sushi_usd'), ('mxnt_usd', 'polc_usd'), ('mxnt_usd', 'shib_usd'), ('mxnt_usd', 'spell_usd'), ('mxnt_usd', 'sushi_usd')]\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "import seaborn\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "# Heatmap to show the p-values of the cointegration test\n",
    "# between each pair of stocks\n",
    "seaborn.heatmap(\n",
    "    pvalues,\n",
    "    xticklabels=spot_df.columns,\n",
    "    yticklabels=spot_df.columns,\n",
    "    cmap='RdYlGn_r',\n",
    "    mask = (pvalues >min_pvalue))\n",
    "plt.show()"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 487
    },
    "id": "9_UVup7b8gub",
    "outputId": "7cfa0fa1-8257-4ddd-f864-f49c1f494738"
   },
   "execution_count": 12,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "I verify the correlation by calculating the actual correlations between all coins we got from the cointegration test."
   ],
   "metadata": {
    "id": "JVBO-OC3rMv-"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "all_coins = [a for (a,b) in pairs] + [b for (a,b) in pairs]\n",
    "unique_coins = list(set(all_coins))\n",
    "selected_spot_df_corr_test = spot_df_corr_test[unique_coins]\n",
    "pair_correlations = selected_spot_df_corr_test.corr()"
   ],
   "metadata": {
    "id": "IcfUHlR3_XDc"
   },
   "execution_count": 13,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "#use heatmap to show the correlation between each pair of crypto\n",
    "seaborn.heatmap(\n",
    "    pair_correlations,\n",
    "    xticklabels=pair_correlations.columns,\n",
    "    yticklabels=pair_correlations.columns,\n",
    "    cmap='RdYlGn_r',\n",
    "    annot=True,\n",
    "    vmin=-1,\n",
    "    vmax=1)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 506
    },
    "id": "2FC4C2ApmSXw",
    "outputId": "66d2f2e9-1a45-47ce-e9be-654bd65ea29a"
   },
   "execution_count": 14,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "metadata": {},
     "execution_count": 14
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "It is shown in the heatmap that mxnt is relatively not correlated to other coins, so I will remove this coin from our strategy."
   ],
   "metadata": {
    "id": "1bijkhWvrokS"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "final_pairs = [pair for pair in pairs if not (\"mxnt_usd\" in pair)]\n",
    "final_pairs"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "VRhlIM9tonCY",
    "outputId": "c36b7f17-d9d0-463f-972e-9f7bc50561da"
   },
   "execution_count": 15,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[('chsb_usd', 'ethw_usd'),\n",
       " ('chsb_usd', 'shib_usd'),\n",
       " ('chsb_usd', 'spell_usd'),\n",
       " ('chsb_usd', 'sushi_usd')]"
      ]
     },
     "metadata": {},
     "execution_count": 15
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "2. Hypothesis + Rationale"
   ],
   "metadata": {
    "id": "0PKx_zx1wezl"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "My strategy is to do pair trading on the above 4 pairs with z-score of OLS spread as an indicator, I come up with below strategy detail based on historical data with same time horizon as cointegration test."
   ],
   "metadata": {
    "id": "CIH0ZeNewsKj"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Rolling normalized spread of other/chsb will be similar in range (1.5+1.5=3) as below graph, but are skewed to downside because in general market drops faster than rally, so the criteria for pairs trading in this project will be:\n",
    "\n",
    "\n",
    "*   if 10 minutes' rolling normalized spread > +1, short other/chsb pair, i.e. short sell other and buy chsb, both using 50% of the total capital\n",
    "*   if 10 minutes' rolling normalized spread < -2, long other/chsb pair, i.e. buy other and short sell chsb, both using 50% of the total capital\n",
    "*   if 10 minutes' rolling normalized spread is between -2 and +1, hold the current portfolio"
   ],
   "metadata": {
    "id": "hn_rZkLQvNFY"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "import statsmodels.api as sm\n",
    "\n",
    "def zscore(series):\n",
    "    return (series - series.mean()) / np.std(series)\n",
    "\n",
    "def spread_calculation(selected_spot_df_corr_test,final_pairs):\n",
    "    all_spreads = pd.DataFrame()\n",
    "    for (chsb,other) in final_pairs:\n",
    "        S1 = selected_spot_df_corr_test[chsb]\n",
    "        S2 = selected_spot_df_corr_test[other]\n",
    "        X = sm.add_constant(S1)\n",
    "        result = (sm.OLS(S2,X)).fit()\n",
    "        b = result.params[chsb]\n",
    "        c = result.params['const']\n",
    "        spread = S2 - (b*S1 + c)\n",
    "        all_spreads[other] = zscore(spread)\n",
    "    #calculate average spread as the spread of the portfolio\n",
    "    all_spreads['avg_spread'] = all_spreads.mean(axis=1)\n",
    "    return all_spreads\n",
    "\n",
    "all_spreads = spread_calculation(spot_df_corr_test,final_pairs)"
   ],
   "metadata": {
    "id": "aAvCCkSEsXAk"
   },
   "execution_count": 16,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "#plot the avg_spread of the portfolio\n",
    "all_spreads['spell_usd'].plot(figsize=(12,6))\n",
    "plt.axhline(1.5, color='red')\n",
    "plt.axhline(-1.5, color='green')\n",
    "plt.title(\"Average Spread of Spell\")\n",
    "plt.show()"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 575
    },
    "id": "s4ziPLh3ukh-",
    "outputId": "2b4b0189-03f5-4aef-ef76-2a6fac2d981d"
   },
   "execution_count": 17,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "#calculate volatility of all_spreads, for each column individually in rolling window of 10\n",
    "for column in all_spreads.columns:\n",
    "    all_spreads[column+'_vol'] = all_spreads[column].rolling(10).std()\n",
    "\n",
    "#plot the volatility of the portfolio\n",
    "for column in all_spreads.columns:\n",
    "    if '_vol' in column:\n",
    "        all_spreads[column].plot(figsize=(12,6),label=column)\n",
    "plt.legend()\n",
    "plt.title(\"Rolling 50 minutes' Spread Volatility\")\n",
    "plt.show()\n",
    "\n",
    "#print average volatility of the portfolio\n",
    "for column in all_spreads.columns:\n",
    "    if '_vol' in column:\n",
    "        print(column,all_spreads[column].mean())\n"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 662
    },
    "id": "1spHkv_42V7C",
    "outputId": "a2dedc06-4070-4641-c377-f4c85b877e4d"
   },
   "execution_count": 18,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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00Vi4cCF69OiBYDCI+++/P+X459YIBoM4/fTTce+99+Lbb7/Fli1bsHHjRtx8881puf85c+bgD3/4A84991zccMMN6NSpExRFwYwZMxqdJiuTpk2bhkceeQSvvfYahg4diqeffhoXXnihk1UnIiITg2oionZAVVXMnTsXo0ePxp133omrr77aCWI2bNiQdP1PPvkEXbp0QUlJSVa2r2/fvnj55ZdRU1Pjy1Yndr9uLjuzamfKe/Xqha5du+Ltt99Ouu6bb77ZJuZ0bkjHjh2xa9eupOVffPEF+vfv75yvL/i2s63l5eX1zpvs1aNHD1x44YW48MILsX37dhx88MH405/+lLY5lQ899FCsXLkS27Zt8wXVGzduxOjRo53zVVVV2LZtW9Ic5Knsu+++qKqqavTxPfbYY4hEInj++ed9B1Luv/9+3/X69u0LwzDw2Wef+bLTqT43DZk6dSruuece/Otf/8KmTZsghMCUKVN861m+fDn27Nnjy1Z/8sknzuX1efTRRzF69Gj83//9n2/5rl270KVLF+d8fe+L1mjoPo899lh07doVixcvxhFHHIGamhqcddZZad8GIqL2jocaiYjaiVGjRuHwww/HggULUFdXhx49euDAAw/EP/7xD1+g9uGHH2LZsmVNCmDSZcKECYjH47j33nudZYZh4K677mrS7VPNdfzVV1/h73//Ow444AAnQw0AP/vZz/DMM89g69atzrIXX3wR//vf/3Daaae14lFk3r777os33njDN2VY4mMB4BwMSQzADznkEOy7776YN28eqqqqku7ffh51XU8qG+7WrRt69uyZsnS+Id988w0+/vjjpOWxWAwvvvgiFEVJKvP/29/+hng87py/++67oWlak4L5008/Ha+//jqef/75pMt27doFTdMAmAeahBC+qd02b96MJ5980ncbe51/+ctffMsXLFjQ6LZ4jRgxAvvssw8efPBB/Otf/8LIkSOd/gYAcNxxx0HXddx5552+2912220QQjT42FVVTaqGeOSRR5LGq9f3vmiNkpKSeu8vEAhgypQp+Pe//41FixZh6NChOOCAA9K2biKifMFMNRFROzJr1iycdtppWLRoES644ALccsstmDhxIoYPH45f/vKXqK2txR133IEOHTpg9uzZWduuyZMn4/DDD8fMmTPx6aefYv/998fTTz/tzPHcWIbtqquuwmeffYaxY8eiZ8+e2Lx5M/7617+iuroat99+u++6v/3tb/HII49g9OjRuOyyy1BVVYVbbrkFQ4cOxTnnnJOxx5gO5513Hh599FEce+yxOP300/HZZ5/hwQcfTBrvu++++6KiogL33HMPysrKUFJSgiOOOAL9+vXDfffdh4kTJ2LIkCE455xz0KtXL3z11Vd4+eWXUV5ejv/85z/Ys2cPevfujVNPPRXDhg1DaWkpli9fjrfeegvz589v1jZ/+eWXOPzwwzFmzBiMHTsW3bt3x/bt2/HQQw9h3bp1mDFjhi+bCpgB99ixY3H66adjw4YNWLhwIX7605/ixBNPbHR9s2bNwtNPP40TTjgB06dPxyGHHILq6mp88MEHePTRR7F582Z06dIFxx9/PG699VYce+yxOPPMM7F9+3bcddddGDBgAN5//33n/g488EBMmTIFCxcuRGVlJY488ki8+OKLza6iEELgzDPPxJw5cwDAmd7KNmnSJIwePRq/+93vsHnzZgwbNgzLli3DU089hRkzZiS9xl4nnHACrr/+epxzzjk48sgj8cEHH2Dx4sW+6gWg4fdFSx1yyCG4++67ceONN2LAgAHo1q2bb8y0Pa3Zyy+/jJtuuqnF6yEiymu5bT5ORESJ7Glv3nrrraTLdF2X++67r9x3332lpmlSSimXL18uR4wYIYuKimR5ebmcNGmS/Pjjj1PeZ0um1CopKUnajmuvvVYm/oR899138swzz5RlZWWyQ4cOcvr06XL16tUSgHz44YcbfMxLliyRRx99tOzatasMBAKyS5cu8uSTT5bvvPNOyut/+OGH8phjjpHFxcWyoqJCTp06VX7zzTcNrsP7GG+55RbfcntarEceecS3PNVrUd+UWom3TfV8Sinl/PnzZa9evWQ4HJYjRoyQb7/9dtJ9SinlU089JX/0ox/JQCCQdD/vvfeePOWUU2Tnzp1lOByWffv2laeffrp88cUXpZRSRqNROWvWLDls2DBZVlYmS0pK5LBhw+TChQsbfY4S7d69W95+++1ywoQJsnfv3jIYDMqysjI5fPhwee+99/qm9rKfr5UrV8rzzz9fduzYUZaWlsqpU6f6pn2T0pxW6vjjj0+5zj179shrrrlGDhgwQIZCIdmlSxd55JFHynnz5vmm6vq///s/OXDgQBkOh+X+++8v77///pTvzdraWnnppZfKzp07y5KSEjlp0iS5devWJk+pZfvoo48kABkOh+XOnTtTbvfll18ue/bsKYPBoBw4cKC85ZZbfM+R/dgTp9SaOXOm7NGjhywqKpIjRoyQr7/+erPeFy2dUuubb76Rxx9/vCwrK5MAUk6vNWTIEKkoivzyyy+b8CwRERUeIWUTuq8QERG1wJNPPomTTz4Zr776KkaMGJHrzaEMW7RoEc455xy89dZbTpM9av8OOuggdOrUCS+++GKuN4WIqE3imGoiIkqLxPmhdV3HHXfcgfLychx88ME52ioiao23334ba9euxbRp03K9KUREbRbHVBMRUVpccsklqK2txfDhwxGNRvH444/jtddew5w5c5o0dzQRtR0ffvgh3nnnHcyfPx89evTAz3/+81xvEhFRm8WgmoiI0mLMmDGYP38+nnnmGdTV1WHAgAG44447cPHFF+d604iomR599FFcf/31GDRoEB566CFEIpFcbxIRUZvFMdVERERERERELcQx1UREREREREQtxKCaiIiIiIiIqIXaxZhqwzDw9ddfo6ysDEKIXG8OERERERER5TkpJfbs2YOePXtCUerPR7eLoPrrr79Gnz59cr0ZREREREREVGC2bt2K3r1713t5uwiqy8rKAJgPpry8PMdbQ0RERERERPlu9+7d6NOnjxOP1qddBNV2yXd5eTmDaiIiIiIiIsqaxoYgs1EZERERERERUQsxqCYiIiIiIiJqIQbVRERERERERC3ULsZUExERERFR4dB1HfF4PNebQXkuGAxCVdVW3w+DaiIiIiIiahOklPjmm2+wa9euXG8KFYiKigp079690WZkDWFQTUREREREbYIdUHfr1g3FxcWtCnSIGiKlRE1NDbZv3w4A6NGjR4vvi0E1ERERERHlnK7rTkDduXPnXG8OFYCioiIAwPbt29GtW7cWl4KzURkREREREeWcPYa6uLg4x1tChcR+v7VmDD+DaiIiIiIiajNY8k3ZlI73G4NqIiIiIiIiohZiUE1ERERERJRlo0aNwowZM3K9GS2Wze3fvHkzhBBYu3ZtVtbXXAyqiYiIiIiIMmTFihUQQnCasDzGoJqIiIiIiIiohRhUExERERERtYJhGJg7dy769euHoqIiDBs2DI8++ig2b96M0aNHAwA6duwIIQSmT5/uu91VV12FTp06oXv37pg9e7Zz2ZVXXokTTjjBOb9gwQIIIfDcc885ywYMGID77ruv0e1LVao9efJk37YsXLgQAwcORCQSwV577YVTTz3Vuay6uhrTpk1DaWkpevTogfnz5zfxmQF++9vf4ogjjkhaPmzYMFx//fUAzOfh+uuvR+/evREOh3HggQf6Hmdbx6CaiIiIiIjaHCklamJaTv5JKZu1rXPnzsUDDzyAe+65Bx999BEuv/xy/OIXv8AXX3yBxx57DACwYcMGbNu2Dbfffrtzu3/84x8oKSnBmjVrcPPNN+P666/HCy+8AAAYOXIkXn31Vei6DgBYuXIlunTpghUrVgAAvvrqK3z22WcYNWpUq5/rt99+G5deeimuv/56bNiwAc899xyOPvpo5/JZs2Zh5cqVeOqpp7Bs2TKsWLEC7777bpPue+rUqXjzzTfx2WefOcs++ugjvP/++zjzzDMBALfffjvmz5+PefPm4f3338eECRNw4oknYuPGja1+bNkQyPUGEBERERERJaqN6/jRH5/Pybo/vn4CikNNC5Wi0SjmzJmD5cuXY/jw4QCA/v3749VXX8Vf//pXnH/++QCAbt26oaKiwnfbAw44ANdeey0AYODAgbjzzjvx4osvYvz48TjqqKOwZ88evPfeezjkkEOwatUqzJo1C08++SQAc6x2r169MGDAgFY/3i1btqCkpAQnnHACysrK0LdvXxx00EEAgKqqKvzf//0fHnzwQYwdOxaAeTCgd+/eTbrvIUOGYNiwYViyZAn+8Ic/AAAWL16MI444wtn2efPm4Te/+Q3OOOMMAMBNN92El19+GQsWLMBdd93V6seXacxUExERERERtdCnn36KmpoajB8/HqWlpc6/Bx54wJedTeWAAw7wne/Rowe2b98OAKioqMCwYcOwYsUKfPDBBwiFQjj//PPx3nvvoaqqCitXrsTIkSPT8hjGjx+Pvn37on///jjrrLOwePFi1NTUAAA+++wzxGIxXwl3p06dMGjQoCbf/9SpU7FkyRIAZgXCQw89hKlTpwIAdu/eja+//hojRozw3WbEiBFYv359ax9aVjBTTVlX/eab+Oba2ej+xz+gxDqaR0RERETkVRRU8fH1E3K27qaqqqoCACxduhS9evXyXRYOhxsMrIPBoO+8EAKGYTjnR40ahRUrViAcDmPkyJHo1KkTBg8ejFdffRUrV67EzJkzm7SNiqIklbTH43HndFlZGd59912sWLECy5Ytwx//+EfMnj0bb731VpPuvzFTpkzBb37zG7z77ruora3F1q1b8fOf/zwt990WMKimrNty9nRASmw551wM/qR9HH0iIiIiouwSQjS5BDuXfvSjHyEcDmPLli0pM8dbt24FAGdsdHOMHDkSf//73xEIBHDssccCMAPthx56CP/73/+aPJ66a9eu2LZtm3Ne13V8+OGHThM1AAgEAhg3bhzGjRuHa6+9FhUVFXjppZdwzDHHIBgMYs2aNdh7770BADt37sT//ve/JmfKe/fujZEjR2Lx4sWora3F+PHj0a1bNwBAeXk5evbsidWrV/vub/Xq1Tj88MObdP+51vbfpZR/mtn4gYiIiIiorSorK8OVV16Jyy+/HIZh4Kc//SkqKyuxevVqlJeXY9y4cRBC4JlnnsFxxx2HoqIilJaWNum+jz76aOzZswfPPPMM/vznPwMwg+pTTz0VPXr0wH777dek+xkzZgyuuOIKLF26FPvuuy9uvfVW37zZzzzzDD7//HMcffTR6NixI5599lkYhoFBgwahtLQUv/zlLzFr1ix07twZ3bp1w+9+9zsoSvNGEk+dOhXXXnstYrEYbrvtNt9ls2bNwrXXXot9990XBx54IO6//36sXbsWixcvbtY6coVBNRERERERUSvccMMN6Nq1K+bOnYvPP/8cFRUVOPjgg/Hb3/4WvXr1wnXXXYerr74a55xzDqZNm4ZFixY16X47duyIoUOH4ttvv8X+++8PwAy0DcNo1njqc889F+vWrcO0adMQCARw+eWX+7LUFRUVePzxxzF79mzU1dVh4MCBeOihhzBkyBAAwC233IKqqipMmjQJZWVlmDlzJiorK5v+BAE49dRTcfHFF0NVVUyePNl32aWXXorKykrMnDkT27dvx49+9CM8/fTTGDhwYLPWkStCNrdffA7s3r0bHTp0QGVlJcrLy3O9OdRK6/cf7Jxm+TcRERERAUBdXR02bdqEfv36IRKJ5HpzqEA09L5rahzK7t9ERERERERELcSgmoiIiIiIqB3zTuWV+O+VV17J6LpfeeWVBtdfCDimmoiIiIiIqB1bu3ZtvZclTvOVboceemiD6y8EDKopq4xYzD0jRO42hIiIiIgoTwwYMCBn6y4qKsrp+tsCln9TVhnV1b7z7aBPHhERERERUb0YVFNWyVjcc0ZCRqO52xgiIiIiIqJWYlBN2aXFfWcTM9dERERERETtCYNqyioZ9wfVUtNytCVEREREREStx6CasioxiJZxBtVERERERNR+MaimrErMVCeWgxNRelVFNdz50kZ8/l1VrjeFiIio4EyfPh2TJ09u8Dr77LMPFixY4JwXQuDJJ5/M6HY1x4oVKyCEwK5du7KyvqY8Z20Np9SirErKVLP8myij5jy7HkvWbME9Kz/Hh9dNyPXmEBERUYK33noLJSUlud4MagUG1ZRVieXeUtdztCVEhWHlhu8AmBlrIiIianu6du2a602gVmL5N2VVUqMyjqkmyigG00RERJn36KOPYujQoSgqKkLnzp0xbtw4VHtmuZk3bx569OiBzp0746KLLkLcs0+cWP4NANu2bcPEiRNRVFSE/v3749FHH23SdqQq1V67di2EENi8eTMA4IsvvsCkSZPQsWNHlJSUYMiQIXj22Wed6z/77LPYb7/9UFRUhNGjRzu3a8zu3btRVFSE//73v77lTzzxBMrKylBTUwMA+OCDDzBmzBjnuTr//PNRVdW+h6kxqKaskoljqDmmmiijamIMqomIqJ2SEohV5+aflE3ezG3btmHKlCk499xzsX79eqxYsQKnnHIKpHUfL7/8Mj777DO8/PLL+Mc//oFFixZh0aJFDd7nH/7wB/zsZz/DunXrMHXqVJxxxhlYv359a55Nx0UXXYRoNIpVq1bhgw8+wE033YTS0lIAwNatW3HKKadg0qRJWLt2Lc477zxcffXVTbrf8vJynHDCCViyZIlv+eLFizF58mQUFxejuroaEyZMQMeOHfHWW2/hkUcewfLly3HxxRen5bHlCsu/Kas4pRZRdsX1pu8UEBERtSnxGmBOz9ys+7dfA6GmjXPetm0bNE3DKaecgr59+wIAhg4d6lzesWNH3HnnnVBVFfvvvz+OP/54vPjii/jVr35V732edtppOO+88wAAN9xwA1544QXccccdWLhwYSselGnLli342c9+5mxj//79ncvuvvtu7Lvvvpg/fz4AYNCgQU7g3RRTp07FWWedhZqaGhQXF2P37t1YunQpnnjiCQDAkiVLUFdXhwceeMAZR37nnXdi0qRJuOmmm7DXXnu1+vHlAjPVlF1sVEZEREREeWTYsGEYO3Yshg4ditNOOw333nsvdu7c6Vw+ZMgQqKrqnO/Rowe2b9/e4H0OHz486Xy6MtWXXnopbrzxRowYMQLXXnst3n//feey9evX44gjjmhwWxpy3HHHIRgM4umnnwYAPPbYYygvL8e4ceOc+x82bJivMduIESNgGAY2bNjQmoeVU8xUU1Yld/9mozIiIiIiSiFYbGaMc7XuJlJVFS+88AJee+01LFu2DHfccQd+97vfYc2aNeZdBYO+6wshYBhGWjfXpihmzlR6ytfjCZWi5513HiZMmIClS5di2bJlmDt3LubPn49LLrmk1esPhUI49dRTsWTJEpxxxhlYsmQJfv7znyMQyO+wk5lqyqrk8m+OqSYiIiKiFIQwS7Bz8U+IZm6qwIgRI3DdddfhvffeQygUckqeW+KNN95IOj948OBGb2d3Et+2bZuzbO3atUnX69OnDy644AI8/vjjmDlzJu69914AwODBg/Hmm282uC2NmTp1Kp577jl89NFHeOmllzB16lTnssGDB2PdunW+Jm6rV6+GoigYNGhQs9bTljCopqxK6vbN8m+ijJHNaLJCRERELbNmzRrMmTMHb7/9NrZs2YLHH38c3333XZOC4Po88sgj+Pvf/47//e9/uPbaa/Hmm282qZnXgAED0KdPH8yePRsbN27E0qVLnfHRthkzZuD555/Hpk2b8O677+Lll192tvWCCy7Axo0bMWvWLGzYsAFLlixptKlaoqOPPhrdu3fH1KlT0a9fP185+dSpUxGJRHD22Wfjww8/xMsvv4xLLrkEZ511VrsdTw0wqKYsY6MyouyJapkpLSMiIiJXeXk5Vq1aheOOOw777bcffv/732P+/PmYOHFii+/zuuuuw8MPP4wDDjgADzzwAB566CH86Ec/avR2wWAQDz30ED755BMccMABuOmmm3DjjTf6rqPrOi666CIMHjwYxx57LPbbbz+nAdree++Nxx57DE8++SSGDRuGe+65B3PmzGnWtgshMGXKFKdzuVdxcTGef/557NixA4cddhhOPfVUjB07FnfeeWez1tHWCNkOUhm7d+9Ghw4dUFlZifLy8lxvDrXCjsWL8e0N7ge757x56HDC8TncIqL8tasmhgOvf8E5/+mfJiKg8lgqERG1TXV1ddi0aRP69euHSCSS682hAtHQ+66pcSj3riirOKaaKHsSM9V1zFwTERERpR2DasquxHJvln8TZUxdXG/wPBEREbUvc+bMQWlpacp/rSk3b6qJEyfWu/7mlonnk/zubU5tTvKUWgyqiTKlLu7PTHOMNRERUft2wQUX4PTTT095WVFRUcbXf99996G2tjblZZ06dcr4+tsqBtWUVTKWWP7NzBlRpkQTPl+1MR7EIiIias86deqU0+C1V69eOVt3W8byb8qq5Ew1x1QTZUpipvrKR97P0ZYQERER5S8G1ZRViY3KOKaaKHMSx1DvqeNBLCIiIqJ0Y1BNWcUx1UTZkxhUhwJqjraEiIiIKH8xqKasSiz3lnEG1USZYjcmCygCALt/ExEREWUCg2rKqqR5qnUG1USZYgfRFcUh33kiIiIiSh8G1ZRdesKUPiz/JsqYOitTXVEcBADUMqgmIiJqd1asWAEhBHbt2gUAWLRoESoqKnK2PdOnT8fkyZOztj4hBJ588smsra8lGFRTdhnWTr1qju1k+TdR5kTtTHWRFVTHGFQTERERpRuDasoqaWWqRcgsR2WjMqLMiSZkqqOaAcOQudwkIiIiorzDoJqyy8pUK3ZQzTHVRBmjWwF0aTjgLLMDbSIiIkqfRx99FEOHDkVRURE6d+6McePGobq62imVvu6669C1a1eUl5fjggsuQCwWc25rGAbmzp2Lfv36oaioCMOGDcOjjz6alu1KVao9Y8YMjBo1qtFtBwBd13HFFVegoqICnTt3xlVXXQUpm3aA/m9/+xt69uwJw/Dve5x00kk499xznfN333039t13X4RCIQwaNAj//Oc/W/ZgcyjQ+FWI0sfJVIfD5nlmqokyxv7NKwq5U2nVxnXfeSIiorZKSolarTYn6y4KFEEI0aTrbtu2DVOmTMHNN9+Mk08+GXv27MErr7ziBJ8vvvgiIpEIVqxYgc2bN+Occ85B586d8ac//QkAMHfuXDz44IO45557MHDgQKxatQq/+MUv0LVrV4wcOTJjj7Ep2z5//nwsWrQIf//73zF48GDMnz8fTzzxBMaMGdPofZ922mm45JJL8PLLL2Ps2LEAgB07duC5557Ds88+CwB44okncNlll2HBggUYN24cnnnmGZxzzjno3bs3Ro8enbkHnmYMqim7DH/5NzimmihjJMwfREUIhAIKYprBZmVERNRu1Gq1OGLJETlZ95oz16A4WNyk627btg2apuGUU05B3759AQBDhw51Lg+FQvj73/+O4uJiDBkyBNdffz1mzZqFG264AfF4HHPmzMHy5csxfPhwAED//v3x6quv4q9//WtWguqGtn3BggW45pprcMoppwAA7rnnHjz//PNNuu+OHTti4sSJWLJkiRNUP/roo+jSpYsTMM+bNw/Tp0/HhRdeCAC44oor8MYbb2DevHntKqhm+TdllbSD6kDAd56IMkcIIBIwv+45rRYREVF6DRs2DGPHjsXQoUNx2mmn4d5778XOnTt9lxcXuwH68OHDUVVVha1bt+LTTz9FTU0Nxo8fj9LSUuffAw88gM8++yyn215ZWYlt27bhiCPcAxuBQACHHnpok+9/6tSpeOyxxxCNRgEAixcvxhlnnAFFMfdL1q9fjxEjRvhuM2LECKxfv761Dy2rmKmm7NLNHXoRNBsngUE1UcZ4hzwVhVTsrtPYAZyIiNqNokAR1py5JmfrbipVVfHCCy/gtddew7Jly3DHHXfgd7/7HdasaXzbq6qqAABLly5Fr169fJeFreGSraEoStIY6Hg83qRt79SpU6vXP2nSJEgpsXTpUhx22GF45ZVXcNttt7X6ftsaBtWUVdLwB9X2eSLKHAGBoqA5jpqZaiIiai+EEE0uwc41IQRGjBiBESNG4I9//CP69u2LJ554AgCwbt061NbWoqjIDNTfeOMNlJaWok+fPujUqRPC4TC2bNmSkVLvrl274sMPP/QtW7t2LYJ2gquBbb/iiivQo0cPrFmzBkcffTQAQNM0vPPOOzj44IObtP5IJIJTTjkFixcvxqeffopBgwb5bjt48GCsXr0aZ599trNs9erV+NGPftSah511DKopu6xGZQgG/OeJKO28x6UjTlDNzxwREVE6rVmzBi+++CKOOeYYdOvWDWvWrMF3332HwYMH4/3330csFsMvf/lL/P73v8fmzZtx7bXX4uKLL4aiKCgrK8OVV16Jyy+/HIZh4Kc//SkqKyuxevVqlJeX+4LNlhgzZgxuueUWPPDAAxg+fDgefPBBfPjhhzjooIMa3XYAuOyyy/DnP/8ZAwcOxP77749bb70Vu3btatY2TJ06FSeccAI++ugj/OIXv/BdNmvWLJx++uk46KCDMG7cOPznP//B448/juXLl7fqcWcbg2rKqsRMNSR38Ikyxir3EgIIW2Oqoxoz1UREROlUXl6OVatWYcGCBdi9ezf69u2L+fPnY+LEifjXv/6FsWPHYuDAgTj66KMRjUYxZcoUzJ4927n9DTfcgK5du2Lu3Ln4/PPPUVFRgYMPPhi//e1vW71tEyZMwB/+8AdcddVVqKurw7nnnotp06bhgw8+aHTbAWDmzJnYtm0bzj77bCiKgnPPPRcnn3wyKisrm7wNY8aMQadOnbBhwwaceeaZvssmT56M22+/HfPmzcNll12Gfv364f777/dN+dUeCNnUicZyaPfu3ejQoQMqKytRXl6e682hVvji7OmoWbMGxcN/gprX30DpmDHos/CuXG8WUV66ddkG/OWlT3H28L748OvdeOeLnbjnF4fg2B93z/WmERERJamrq8OmTZvQr18/RCKRXG9OWkyfPh27du3Ck08+metNoXo09L5rahzK7t+UXXajskDQd56I0s97xDSgmHNtamwOSERERJRWDKopq5Km1GL5N1HG2HVIQggEVCuo1tt8cRIRERE10ZAhQ3xTcXn/LV68OKPr3rJlS73rLi0txZYtWzK6/raEY6opuxKn1GKjMqKsCFjzQWoGg2oiIqJsWbRoUUbv/9lnn/VNkeW11157ZXTdPXv2xNq1axu8vFAwqKasSspUc0otooyRngLwoJOp5oEsIiKifNG3b9+crTsQCGDAgAE5W39bwvJvyq7ETDWzZkQZ45Z/u5nqOD9zRERERGnFoJqyym42L0JsVEaULQLeMdXMVBMRERGlE4Nqyi47iHbKv7mDT5QpKbt/s1EZERERUVoxqKasssdQO1NqMagmyjghgIDKRmVEREREmcCgmrLLKj21x1QzU02UOdITP7NRGREREVFmMKimrHIz1VbjeY6pJsoYu/u3ABuVERERtUejRo3CjBkzGryOEAJPPvlkVrYn0YoVKyCEwK5du7KyvunTp2Py5MlZWVdzcEotyi5mqomyTghAVZipJiIiykfbtm1Dx44dc70ZBY1BNWWX4Q+qOaaaKINSlX8zU01ERJRXunfvnutNKHgs/6askk5QbR3PMVj+TZQpdvgshHAalcWZqSYiIkq7Rx99FEOHDkVRURE6d+6McePGobq6OmX59uTJkzF9+nTn/MKFCzFw4EBEIhHstddeOPXUU33XNwwDV111FTp16oTu3btj9uzZvsubWv6dqlR77dq1EEJg8+bNAIAvvvgCkyZNQseOHVFSUoIhQ4bg2Wefda7/7LPPYr/99kNRURFGjx7t3K4xu3fvRlFREf773//6lj/xxBMoKytDTU0NAOCDDz7AmDFjnOfx/PPPR1VVVZPWkUvMVFN26TpiwVKs394RZcEyhLiDT5RxAkDQKv/WmakuOLuXLUPl40+g4vTTUTZmdK43h4ioyaSUkLW1OVm3KCqCEKJJ1922bRumTJmCm2++GSeffDL27NmDV155BVI2/pv79ttv49JLL8U///lPHHnkkdixYwdeeeUV33X+8Y9/4IorrsCaNWvw+uuvY/r06RgxYgTGjx/fosfWkIsuugixWAyrVq1CSUkJPv74Y5SWlgIAtm7dilNOOQUXXXQRzj//fLz99tuYOXNmk+63vLwcJ5xwApYsWYKJEyc6yxcvXozJkyejuLgY1dXVmDBhAoYPH4633noL27dvx3nnnYeLL74YixYtSvtjTScG1ZRV0jDw0eDp2PlFBSqGnIuf7Hoq15tElLe8P+ZupppBdaH57tbbENu8GVUrVmD/jz+CUFikRkTtg6ytxYaDD8nJuge9+w5EcXGTrrtt2zZomoZTTjkFffv2BQAMHTq0SbfdsmULSkpKcMIJJ6CsrAx9+/bFQQcd5LvOAQccgGuvvRYAMHDgQNx555148cUXMxJUb9myBT/72c+c7e/fv79z2d133419990X8+fPBwAMGjQIH3zwAW666aYm3ffUqVNx1llnoaamBsXFxdi9ezeWLl2KJ554AgCwZMkS1NXV4YEHHkBJSQkA4M4778SkSZNw0003Ya+99krnQ02rZv2yzp07F4cddhjKysrQrVs3TJ48GRs2bGj0do888gj2339/RCIRDB061FdCQAVG17Gz02AAwK6K/diojCiDnJiajcoKlpQS8a+/ds7Xvf9+DreGiCg/DRs2DGPHjsXQoUNx2mmn4d5778XOnTubdNvx48ejb9++6N+/P8466ywsXrzYKYW2HXDAAb7zPXr0wPbt29O2/V6XXnopbrzxRowYMQLXXnst3vf8bqxfvx5HHHGE7/rDhw9v8n0fd9xxCAaDePrppwEAjz32GMrLyzFu3Djn/ocNG+YE1AAwYsQIGIbRpJgzl5qVqV65ciUuuugiHHbYYdA0Db/97W9xzDHH4OOPP/Y9eK/XXnsNU6ZMwdy5c52U/+TJk/Huu+/ixz/+cVoeBLUfSUE0p9QiyjgBwUZlBcqorISMxZzz1W+9haIDD8zdBhERNYMoKsKgd9/J2bqbSlVVvPDCC3jttdewbNky3HHHHfjd736HNWvWQFGUpDLweDzunC4rK8O7776LFStWYNmyZfjjH/+I2bNn46233kJFRQUAIGg3+LW3TQgYLUhMKValknd7vNsCAOeddx4mTJiApUuXYtmyZZg7dy7mz5+PSy65pNnrSxQKhXDqqadiyZIlOOOMM7BkyRL8/Oc/RyDQ/ounm5Wpfu655zB9+nQMGTIEw4YNw6JFi7Blyxa88079b/bbb78dxx57LGbNmoXBgwfjhhtuwMEHH4w777yz1RtP7VDCF4CUzJoRZYr3J9yZp5qZ6oIS++or33lmqomoPRFCQCkuzsm/po6n9m7riBEjcN111+G9995DKBTCE088ga5du2Lbtm3O9XRdx4cffui7bSAQwLhx43DzzTfj/fffx+bNm/HSSy+l5Tn06tq1KwD4tmft2rVJ1+vTpw8uuOACPP7445g5cybuvfdeAMDgwYPx5ptv+q77xhtvNGsbpk6diueeew4fffQRXnrpJUydOtW5bPDgwVi3bh2qq6udZatXr4aiKBg0aFCz1pNtrRpYVVlZCQDo1KlTvdd5/fXXnZS+bcKECXj99dfrvU00GsXu3bt9/yg/JGequYNPlCn2gWgh3Cm12KissHhLvwGg9v0PcrQlRET5a82aNZgzZw7efvttbNmyBY8//ji+++47DB48GGPGjMHSpUuxdOlSfPLJJ/j1r3/t6779zDPP4C9/+QvWrl2LL774Ag888AAMw8hIEDlgwAD06dMHs2fPxsaNG7F06VJnfLRtxowZeP7557Fp0ya8++67ePnllzF4sDl084ILLsDGjRsxa9YsbNiwAUuWLGl2A7Gjjz4a3bt3x9SpU9GvXz9fOfnUqVMRiURw9tln48MPP8TLL7+MSy65BGeddVabHk8NtCKoNgwDM2bMwIgRIxos4/7mm2+SnoS99toL33zzTb23mTt3Ljp06OD869OnT0s3k9qahHJvySm1iDJOgI3KCpX+/fcAgJIRIwBFgfbtt4h/+22Ot4qIKL+Ul5dj1apVOO6447Dffvvh97//PebPn4+JEyfi3HPPxdlnn41p06Zh5MiR6N+/P0aPdmdiqKiowOOPP44xY8Zg8ODBuOeee/DQQw9hyJAhad/OYDCIhx56CJ988gkOOOAA3HTTTbjxxht919F1HRdddBEGDx6MY489Fvvttx8WLlwIANh7773x2GOP4cknn8SwYcNwzz33YM6cOc3aBiEEpkyZgnXr1vmy1ABQXFyM559/Hjt27MBhhx2GU089FWPHjm0XFc5CNqXXewq//vWv8d///hevvvoqevfuXe/1QqEQ/vGPf2DKlCnOsoULF+K6667Dt/X8sEejUUSjUef87t270adPH1RWVqK8vLwlm0ttxEcHHIgVR97qnB//wR+x3+pXc7hFRPnruv98hPtXb8aFo/bFPl1KcNWj72PUoK5YdM7hud40ypLv/nIHvl+4EBVTzkDtu+8humEDev3ldpQfc0yuN42IKEldXR02bdqEfv36IRKJ5HpzqEA09L7bvXs3OnTo0Ggc2qJR4RdffDGeeeYZrFq1qsGAGgC6d++eFDx/++236N69e723CYfDCIfDLdk0auM0hHznJcu/iTLOW/6tMVNdUDQrUx3o3AXhgQMR3bAB8a1f5niriIiI8kuzyr+llLj44ovxxBNP4KWXXkK/fv0avc3w4cPx4osv+pa98MILzWq/TvlBSgmZ8JaLJQTZRJQ+3jokNiorTE5Q3aULhN1dlQ0iiYjy0pw5c1BaWpry38SJEzO+/okTJ9a7/uaWibc3zcpUX3TRRViyZAmeeuoplJWVOeOiO3TogCKr7fy0adPQq1cvzJ07FwBw2WWXYeTIkZg/fz6OP/54PPzww3j77bfxt7/9Lc0Phdo8KWEoqm+R0bpeeUTUBJxSq3A5QXXXLkCKqVSIiCh/XHDBBTj99NNTXlbUjCnCWuq+++5DbW1tyssaamydD5oVVN99990AgFGjRvmW33///Zg+fToAYMuWLc4caABw5JFHYsmSJfj973+P3/72txg4cCCefPJJzlFdiHQdUvjfcty/J8o8IQDV+l5mUF1YNOvgd6BrV7NjHcAvXiKiPNWpU6ecBq+9evXK2bpzrVlBdVOObq9YsSJp2WmnnYbTTjutOauiPCQNIylTLSUz1USZ4v3ODjhjqln6WyiM2lpo27cDAEJ77w1hH/BmppqIiCitGNFQ9ug6jMRMteBbkChT7NBJAAjamWo2KisYsS1bAQBKhw5QKyrgpKo5ppqIiCitGNFQ1kjDgFQSgmpD1HNtIkobIezhtNCZpSwYsS1fADCz1ADcMdUGg2oiIqJ0YlBN2aPrMAQblRFlizd+VoV5AMvgeNqCEd+yBQAQ6tvXXKDYmeocbRAREVGeYkRDWZMqUy0VlVkTogyRVvQkAKhWQMVMdeGIbfZnqoV1YAX8ziUiIkorBtWUPYaRnKkWKnfwiDJMCECxg2pmqgtGzMlUW+XfTg8LvgeIiCh3Fi1ahIqKiqytb9SoUZgxY0ZG18GgmrJG6nqKTHWAmWqiDGH5d2GLJZZ/W+8BfucSERGlF4Nqyp4UmWopFEDXc7RBRIVBQLD8uwAZe/YAMLt/myc4ppqIiJomHo/nehPaFQbVlD26DiOx+7cIsPybKEO8sZMi7PLv3GwL5YD13SpU82Amx1QTEWXOc889h5/+9KeoqKhA586dccIJJ+Czzz4DABx55JH4zW9+47v+d999h2AwiFWrVgEAtm3bhuOPPx5FRUXo168flixZgn322QcLFixodN1SSsyePRt77703wuEwevbsiUsvvdS5fJ999sENN9yAKVOmoKSkBL169cJdd93luw8hBO6++26ceOKJKCkpwZ/+9CcAwFNPPYWDDz4YkUgE/fv3x3XXXQdN05zb3XrrrRg6dChKSkrQp08fXHjhhaiqqvLd96JFi7D33nujuLgYJ598Mn744YcmPaf/+9//IITAJ5984lt+2223Yd9993XOr1y5EocffjjC4TB69OiBq6++2reN2cCgmrJGGgZk4phqNiojyhg7KS2E26jMYKa6YDivtD2fmj2mmvNUE1E7IaVEPKrn5J9s5u9ldXU1rrjiCrz99tt48cUXoSgKTj75ZBiGgalTp+Lhhx/23ee//vUv9OzZE0cddRQAYNq0afj666+xYsUKPPbYY/jb3/6G7du3N2ndjz32GG677Tb89a9/xcaNG/Hkk09i6NChvuvccsstGDZsGN577z1cffXVuOyyy/DCCy/4rjN79mycfPLJ+OCDD3DuuefilVdewbRp03DZZZfh448/xl//+lcsWrTICbgBQFEU/OUvf8FHH32Ef/zjH3jppZdw1VVXOZevWbMGv/zlL3HxxRdj7dq1GD16NG688cYmPa799tsPhx56KBYvXuxbvnjxYpx55pkAgK+++grHHXccDjvsMKxbtw533303/u///q/J60iXQONXIUoTw0jKVEuhsvybKMPM7t/maTYqKyB2ptrOUNvzVPPAChG1E1rMwN8uW5mTdZ9/+0gEw2rjV7T87Gc/853/+9//jq5du+Ljjz/G6aefjhkzZuDVV191guglS5ZgypQpTiZ2+fLleOutt3DooYcCAO677z4MHDiwSevesmULunfvjnHjxiEYDGLvvffG4Ycf7rvOiBEjcPXVVwMwg9XVq1fjtttuw/jx453rnHnmmTjnnHOc8+eeey6uvvpqnH322QCA/v3744YbbsBVV12Fa6+9FgB8DcD22Wcf3HjjjbjggguwcOFCAMDtt9+OY4891gm099tvP7z22mt47rnnmvTYpk6dijvvvBM33HADADN7/c477+DBBx8EACxcuBB9+vTBnXfeCSEE9t9/f3z99df4zW9+gz/+8Y9QlOzkkJmppqxJlamWSoA7eEQZ4362FDYqKzx2FZCTqbaX8z1ARJRuGzduxJQpU9C/f3+Ul5djn332AWAGvF27dsUxxxzjZFw3bdqE119/HVOnTgUAbNiwAYFAAAcffLBzfwMGDEDHjh2btO7TTjsNtbW16N+/P371q1/hiSeeSCp/Hj58eNL59evX+5bZAb1t3bp1uP7661FaWur8+9WvfoVt27ahpqYGALB8+XKMHTsWvXr1QllZGc466yz88MMPzuXr16/HEUcc0eC2NOSMM87A5s2b8cYbbwAws9QHH3ww9t9/f+f+hw8f7h5AhnkAoaqqCl9++WWT19NazFRT9kiZYkw1M9VEmZKq/JuNygqHc8DSCqqFHVzzPUBE7UQgpOD820fmbN3NMWnSJPTt2xf33nsvevbsCcMw8OMf/xixWAyAmXG99NJLcccdd2DJkiUYOnRoUol2S/Xp0wcbNmzA8uXL8cILL+DCCy/ELbfcgpUrVyIYDDb5fkpKSnznq6qqcN111+GUU05Jum4kEsHmzZtxwgkn4Ne//jX+9Kc/oVOnTnj11Vfxy1/+ErFYDMXFxa1+bN27d8eYMWOwZMkS/OQnP8GSJUvw61//utX3m24Mqil7UmWqhQrJzklEGSWE8DQqY0BVMOxMtXP03u7+ze9cImofhBDNKsHOlR9++AEbNmzAvffe65R3v/rqq77rnHTSSTj//PPx3HPPYcmSJZg2bZpz2aBBg6BpGt577z0ccsghAIBPP/0UO3fubPI2FBUVYdKkSZg0aRIuuugi7L///vjggw+c7Led6bW98cYbGDx4cIP3efDBB2PDhg0YMGBAysvfeecdGIaB+fPnO2XW//73v33XGTx4MNasWZO07uaYOnUqrrrqKkyZMgWff/45zjjjDN/9P/bYY5BSOtnq1atXo6ysDL17927WelqDQTVlT6pMtRLgDh5RhvjmqWajssJjj6m2M9T2mGoeWCEiSquOHTuic+fO+Nvf/oYePXpgy5YtzvhlW0lJCSZPnow//OEPWL9+PaZMmeJctv/++2PcuHE4//zzcffddyMYDGLmzJkoKirylTXXZ9GiRdB1HUcccQSKi4vx4IMPoqioCH379nWus3r1atx8882YPHkyXnjhBTzyyCNYunRpg/f7xz/+ESeccAL23ntvnHrqqVAUBevWrcOHH36IG2+8EQMGDEA8Hscdd9yBSZMmYfXq1bjnnnt893HppZdixIgRmDdvHk466SQ8//zzTR5PbTvllFPw61//Gr/+9a8xevRo9OzZ07nswgsvxIIFC3DJJZfg4osvxoYNG3DttdfiiiuuyNp4aoBjqimLpCFTZqpZ/k2UGdIzptop/2ZAVRCklO5RFSeotjPVfA8QEaWToih4+OGH8c477+DHP/4xLr/8ctxyyy1J15s6dSrWrVuHo446CnvvvbfvsgceeAB77bUXjj76aJx88sn41a9+hbKyMkQikUbXX1FRgXvvvRcjRozAAQccgOXLl+M///kPOnfu7Fxn5syZePvtt3HQQQfhxhtvxK233ooJEyY0eL8TJkzAM888g2XLluGwww7DT37yE9x2221OsD5s2DDceuutuOmmm/DjH/8Yixcvxty5c3338ZOf/AT33nsvbr/9dgwbNgzLli3D73//+0Yfk1dZWRkmTZqEdevWOePQbb169cKzzz6LN998E8OGDcMFF1yAX/7yl81eR2sxU03ZI5O7f3NKLaLME8LTqEzCVyJFecobOFuvNeepJiLKnHHjxuHjjz/2LUtsxjtx4sR6G/T26NEDzz77rHP+yy+/xPbt2+stvfaaPHkyJk+e3OB1ysvLk0qzG9pW24QJExoMvi+//HJcfvnlvmVnnXWW7/y5556Lc88917ds5syZDW5von/961/417/+lfKykSNH4s0336z3titWrGjWulqCQTVlT4rybykC3MEjypBU5d+AGVirjKnzm+d7VSTOUw1mqomI2pqXXnoJVVVVGDp0KLZt24arrroK++yzD44++uhcbxo1Acu/KWtSTqnFRmVEGWOHTgICqiczzRLwAuA9WGm/9tZfVgcREbU98Xgcv/3tbzFkyBCcfPLJ6Nq1K1asWIFgMIjFixf7prXy/hsyZEiuN71VhgwZUu9js6cgaw+YqabsMaQ5hRYAAR0SKgxFBQyOqSbKJCHcYbUAm5UVAl8ZX9KY6uxvDxERNayhMusTTzwxaa5nW1OmzNq8eXNrNi2jnn32WcTj8ZSX7bXXXlnempZjUE1ZJJ3yQ1XEoMkiM1PNrAlRRtRX/s1MdQHwln9zTDURUbtWVlaGsrKyXG9GRng7lLdnLP+m7DEMSCuoDsA8ImUoKrMmRBkm4DYqAwCdmer8lypTbX3/Sk5jSERElFYMqilrzDHV5o69ImLmMsF5qokyxTulVsDbqIyZ6rznm4s6YZ5qTqlFRG1dfZ2oiTIhHe83BtWUPRJOozIhzHHUUigsRSTKFOs3QgiWfxccmVz+DfstwNefiNooe3xwTU1NjreECon9fmvK+PT6cEw1ZY80IK29ui9DBjrWAlIIHo0kyjABASEEhDCTlCz/LgDeg5VWhlowU01EbZyqqqioqMD27dsBAMXFxe6BQaI0k1KipqYG27dvR0VFBVRVbfxG9WBQTdljGM6YPt3OVENh1oQoQxI/WaoQ0KRkcUgBkCmCaidVzSE3RNSGde/eHQCcwJoo0yoqKpz3XUsxqKaskVI65d+6opkLhcIdPKIMsatA7IP8iiIAQzJTXQi8r7H7BrAu4utPRG2XEAI9evRAt27d6p1qiShdgsFgqzLUNgbVlD2GdBqV6cIMqqVQWIpIlCWq9fljo7ICYGeqhXCn1LLH1fP1J6J2QFXVtAQ7RNnARmWUPdKdUstQ3EZlnKeaKDOSyr+toIqNyvKf872qeH7mOU81ERFRRjCopuyR0gmqmakmyjzpdP+2p7Izz7P8uwDYr7EvqLZP8/UnIiJKJwbVlDXSkGZjMrhjqiUEg2qiDLP7ptqZapZ/FwArG+3rmWsdXJF8/YmIiNKKQTVljydTbXCeaqKMq7f8mwey8l+q8m+7VIGvPxERUVoxqKbskZ4ptexMtVCZNSHKMKf5s+CY6kIhU5R/C46pJiIiyggG1ZQ10vA0KhP2lFos/ybKlMSpk9zy71xsDWWVM52apwBc2FNq8Q1ARESUTgyqKXvqbVTGHTyiTLBDajuscjLVPJCV/xos/87+5hAREeUzBtWUPVKajckA6PaUWuCUWkSZZmcrOaVW4eCUWkRERNnDoJqyxzAghQrAm6kWzJoQZUrCZ8sp/2amOv+lKP8WdoDN15+IiCitGFRT1kgpzSAagGFnqoXK8m+iDJGwAyvzvDNPNTPV+S9VptqqFOKYaiIiovRiUE3ZYySPqQan1CLKOM5TXXhSln8zU01ERJQRDKope1JOqSWSOhQTUXokfrTYqKyAOFNqebt/W395UIWIiCitArneACognu7f9pRaEgp38IgyxImd2ais8FiZaiEUrH/ta2x8ezsO7KL6LiMiIqL0YFBNWSMNwwyi4c1Uc0otokxLKv9mpjrvecu/Vz/2KaLVGnYUFeEI89IcbhkREVH+Yfk3ZY/hzVTbjcoUju8jyhCZEDw55d88jpX/rGqEaKAE0WrzIGZ1rQIJQLJSgYiIKK0YVFMWeRuVuUE156kmygz7eJXd/Zvl3wXEqgDaE+npWxwPlvJAJhERUZoxqKbsMQw3qFY83b+5f0eUFapg+XfBsA5W1oQ7+RbXRTpzTDUREVGaMaimrJGGTO7+DcEx1UQZ4vQps0ZV2zMqMVOd/+xZFeqCHXzLayOdmakmIiJKMwbVlD2pun9znmqijEss/2amugDYQXXAH1RHIx05jSEREVGaMaim7JFu929vozLu4BFlRr3zVDNTnf+sg5W1wXIAQHnXIgBANFTBA5lERERpxqCaskYaBqS9U++dUos7+EQZYn62EqfUYlCd/+wGkHUBM6ju0d/MWNeFK1j+TURElGYMqilrfGOqhbdRGbMmRJnklH+zUVnhMCQMEUBULQUAdNfXAACi4QpIfucSERGlFYNqyhqpuzvyumKVf4PzVBNlSlL5t8J5qguGNBANm9npgIihy+cLAZhBNWdcICIiSi8G1ZQ13vmo3UZlwsxgE1HaJXb/tjPVOg9k5T1pGKiLmNNplSrbUar+AACIhTvwO5eIiCjNGFRT1hiGN1Ptln9Lps2IMiux+zeDqvxnSNRZc1SXqd+jWNkJIQ1IoSKKcI43joiIKL8wqKasMTTNOS2E+9ZjUE2UGYmd9RU2Kisc0pOpVr+DIgwUYScAoFYpyeWWERER5R0G1ZQ13vJvYXdOAmDoWqqrE1ErueXfJtU6wUZl+c8s/+4IAChTvwMAFFtBdVQwqCYiIkonBtWUNVLXndNKQPUsZ6aaKJPsg1jMVBeQhPLvLwMqwsIcV13HTDUREVFaMaimrDHsoFoaEIobVBuGXs8tiKg1EhPSbFRWSCSiVvn3rtAOHN+7JzaFzO9aHWpDNyQiIqJmYlBNWeNOqWVAEUF3ucagmiiTnPJvNiorHIaBWLAMAPB8RRyGENihmj/5fPWJiIjSi0E1ZY07ptqAqgac5YbOoJooExKDJ85TXTikYUBaDSG/DpsHMaUw3xEsVCAiIkovBtWUNe7YaQNBNeQuZ9aMKCPs7t92X0CWfxcQQ0Jar/fGgP1TL31/iIiIKD0YVFPWGHamWkoElBAgzQw1G5URZZbgPNWFRxqwC/9rFfM71hB83YmIiDKBQTVljR08SxgIKSEA1nmDQTVRNijMVBcMb/m3hP0da77u/MYlIiJKLwbVlD1Ol2+JkBqGvWtnMFNNlBF27CysjKXVp4qZ6kJgSKdEQQqJ/iW9PGOqRUO3JCIiomZiUE1ZI53YWSKkBp0FLP8myiy7/JvzVBcQaUBaB1MkJH7S/XCErCE3mqHlcsuIiIjyDoNqyhpDuiWIITUEuxSR5d9EmSETOlKxUVnhMHQDsMu/hYFv95SioxVMu9/FRERElA4Mqil7nOyYRFhxy7/Z/ZsoMxJjZzYqKxze71UJiWfW1sCZsZwvPxERUVoxqKasMZw9fAPhgGdMdYFnquviOj7+ercz/RFRugkrQ81GZQXE870qhYTUy6A75eBERESUTgyqKWvcsdMSYTXklKYWevn3ef94G8f95RU8/9E3ud4UyjP1ZarZxiD/eRtAShiQsY7Q3QVERESURgyqKWt03S3/jgTCcPbsCjxr9uqn3wMAHnj9ixxvCeUb+8CV3euZ5d+Fw1f5ohfBiHWD7kyxRUREROnEoJqyRtrdviERCbiNygq9/NtmFPjBBco8ln8XDqm7r7FS0wuA8ATTnFKLiIgonRhUU9YYhjdTHYGTL2HWDACfBko/Z55qK4biPNWFw5upFjV9IYS3GzyDaiIionRiUE1Z4w2qi4Nu+XchJ828O75sVEaZIsBGZYVGegfO13bH/t3LAWF95zKoJiIiSisG1ZQ19hQvEgaKPGOqC3lKreqY0zqooA8uUGYkvqXcRmV8s+U77/eqIUPYt2sJx1ITERFlCINqyhrpnafaE1QbBdyKeFdNzDld4wmwidIiqfzbalTGIzh5zxtUK6qKXh2L4B5m4U8/ERFROvGXlbLGW/5dFAg74/sKeQd/V03cczrWwDWJWs4u9nXKv5mpznuGbh2kkwbKiyPoUBSEtN4ILP8mIiJKLwbVlDXeMcNhNQTA6gZewDv4u+vcoLpOK9yMPWWGTCj45TzVBcQOqiFRURRBRZE74wJRc0gpEf30U0id1VRERPVhUE1Z4x1THfE0KivkKbVqou5OSpxBNaVZUvdvwfLvQuFWBhnoUFJkZqqdS/nTT023/aab8fkJk7Dr0cdyvSlERG0Wf1kpa5xMtUgo/y7gTHV1THNOx5g+pIyxun+zUVnBkIb93SLR0Q6qWfVNzSTjcexYtAgAsHPx4txuDBFRG9bsoHrVqlWYNGkSevbsCSEEnnzyyQavv2LFCgghkv598803Ld1maqd881Sr3kx1zjYp52o9zcniDKopzbyhsyENd55qZqrznjullkRFSRgVxUHnQCbHVFNTad9/75wODxqUwy0hImrbmh1UV1dXY9iwYbjrrruadbsNGzZg27Ztzr9u3bo1d9XU7tk7dAndv2XhBpPejt+GZAaR0suuDvkh+hWO/tfRWPHtEgB8nxUCu1GZhIFOxSUJmWoG1dQ0RnW1e7q2JodbQkTUtgWae4OJEydi4sSJzV5Rt27dUFFR0ezbUf5wY2eJkOo2zSnk8u/auL/xS1w3oCpqjraG8tVzXy9CZbQSL337TwB/ZlBdAJxeFVKiU1kE5UVBuLULDKqpaXxBdVV1A9ckIipsWRtTfeCBB6JHjx4YP348Vq9ena3VUhti78dLSIRV75jqQs5Ua77zHFdN6WSHUCr8B2pY/p3/vMNtOpWUoCwc4JRa1Gy+oLqaQTURUX2analurh49euCee+7BoYceimg0ivvuuw+jRo3CmjVrcPDBB6e8TTQaRTQadc7v3r0705tJWSANCXPfXiKoBOFMqVXAO/je8m+AHcApMwJKyHeemer8J52DlQY6lxVBUYTTBZ6Zamoq3ZeprsrhlhARtW0ZD6oHDRqEQZ7mFkceeSQ+++wz3HbbbfjnP/+Z8jZz587Fddddl+lNoywz4Hb/Dqkhdv+Gv1EZAMT1wn0uKP3s41Wq8H/V822W/7yZ6rJwEAAg7No0waCamsZgUE1E1CQ5mVLr8MMPx6efflrv5ddccw0qKyudf1u3bs3i1lGmeOepDqkhJ1nCRmUudgCndLLDqoAS9C0v5ANZhcIdViMREGb5v+KUf3M2TWoab1Cts/ybiKheGc9Up7J27Vr06NGj3svD4TDC4XAWt4iywS3zlgiIAJxu4AW8f58YVHNMNWVCIDFTzaA677kHKw0ErLnUFMUKppmppiYyqt2O37KmBlLXIVQ20yQiStTsoLqqqsqXZd60aRPWrl2LTp06Ye+998Y111yDr776Cg888AAAYMGCBejXrx+GDBmCuro63HfffXjppZewbNmy9D0Kahe8jcoUoYDdv4HauL9RGTPVlFbWEaukTHUhH8kqENKbqbaCIIUJamqmxOZkRk0N1LKyHG0NEVHb1eyg+u2338bo0aOd81dccQUA4Oyzz8aiRYuwbds2bNmyxbk8Foth5syZ+Oqrr1BcXIwDDjgAy5cv990HFQZvploIATYqS9WorHCfC0q/1OXfOjPVBcA9cGIgYA2mFuz+Tc2UGFTLaBRgUE1ElKTZQfWoUaMaDIIWLVrkO3/VVVfhqquuavaGUf5x3zbS97eQc7OxhG7fLP+mTPA1KlM06AV8IKtQSE+jMlV1OpRZfxRIaR/cJKqfUVPjOy/j8RxtCRFR28ZiMMoamRBMO2OqCzhrlpgxZPk3pZPb/dsdAylEvKCHXBQKO1MtIaFawTMz1dRcMhbzn2dQTUSUEoNqyhonOSbcnT3f8gLEoJoyyfmMwfM+E3FmqguAbo+plgYUJSGIFqKwv3ipyRKDaAbVRESpMaimrLH34aRd8O0E14UrMbhhUE2Z4J22TihxGG38bSal9DTaopYwrMnIhZBQ7aDa+sWXYFBNTcOgmoioaRhUU9bIpFPW3wLed04sw42xURmlUdKBLMDMVLfx8u/vbr0N/zvscMS++CLXm9Ju2b1PpJRITFRzSi1qKgbVRERNw6CaskYmBc8s/9as4CYSND+KzFRTOjlBtffDp2jQ2nAWWPvhB/xw770wqqux+3lOvdhS3nmqlVRjqgv5i5eajEE1EVHTMKimHEhoVJa7Dck5O1NdFDQbSTGopkwwPJlqIWKoi7fd91ndhx86p4WqNnBNaoh73MRT/i3c7t9ETZEUVMcYVBMRpcJfVsoaJ5ROalRWuGG1m6lmUE3p53zmpGc+dEVDTUxrs5877xQ++q5duduQds6dp9rt/m0H1cxUU1NJjZlqIqKmYFBNWVPfPNWFzN7xtYPqmM7nhNLPn6nWYci2Oye6UVvnnNYrK3O4Je2bm6l2u387Q6kFGFRTkySXf8fquSYRUWFjUE1ZY8+NKhLLv2XhNs1JylRrbTPQofbJzkYbvoYGZta6NqanuEXuGXW1zmkG1S0nZYqDl06mmj/91EQs/yYiahL+slIW2Tt0VjAt7HlUc7U9uWd3YQ4HFN95onTyNipTVfN0bbxtBtWy1hNUs/y7xaTzXeLt/O6WgWfim6Zq9WpUPvVUBu6ZcsUOokU4bJ5n+TcRUUqBXG8AFSLZwLnCYjcqC6lmUG2wJJMyQHo+ZaGAgSiAmraaqWb5d1oYKTLVirf7dwZs/eV5AIDw/oMRGbRfRtZB2WUH0UpxMfRolEE1EVE9mKmmrHHLvK2dPMHyb7v8OxgwnwOdQTWlkTtPtRtAB4PmwjZb/l3raVS2m0F1SyX3sIAvU53uMdUy5o61jW36PK33TbnjBNVFRb7zRETkx6CassbehRPOVFoMIO1sUtDOVLP8m9LI/ox5x1SHAlZQ3WbLv91MNXfgW84dU+1tUpe57t/67t0pT1P75gTVJcW+80RE5MegmrLGLjm0p9RyG5XlaIPaACdT7ZR/53JrKF9JT2AVsMdUt9lMtTumGnEtdxvSzhmpMtX2L75If3WQN5DWvvkm7fdPueGWf5f4zhMRkR+Dasq+pLF+hVn+bRjSeSrsMdVsVEbp5HzUogqO2XAu9tkx1Amq2+yYak/3b6m3zW1sD1KVfwvrJz8jmWrP+Pf4V1+n9b4pd5ipJiJqGgbVlDVOc5zETHVuNifnvOOnQwE2KqP0s99NXTf0R/8dw3DshvPcTHUbzQLLGk9QrbXNbWwPUk2p5c5Tnf6ffoPl33nJDqJFsR1Uc55qIqJUGFRTFiU0KivwTLU3Kx2w2vIyqKZMCNSFnNPOlFqxtjknulHnGVPNoLrFkhpDAm77b/MKaV2fN5CW0boGrknthdR1532iFDNTTUTUEAbVlDUy6ZSdqWZQHXTmqc7V1lA+klKisy7Q8auezjJVadvzVPvHVMc9GVdqDvdp83ypKBlsVFbpBtVGXTSt90254Q2gGVQTETWMQTVljUzMVDtTauVme3LNV/7NeaopQybWhHznpTCzv201WJXeoBoAOK66RWTC9ywAKHbZdybKv/d4MtV1zFTnA39QzUZlREQNYVBNOZBQ/p2BTrTtgXf6LGdMNRuVURpJAGWG//MlpW79zcEGNYF3vmOAzcpaKlX5t1DcRmXpfv2NqJudNhhU5wVfUM15qomIGsSgmrImKVNd4I3KtBRjqvW2GulQ+ySBUMJbStHti9rme81IaIQk22hDtbbOfXW9Y0rsZpHpP5ApY26wxUx1fnAC6GAQImRWvCQe9CIiIhODasqiFI1zfMsLi52VVhUB1W5Uxkw1pVko4fOl6ta42jb6VvMGZwAAjZmxlkg1pZbdp8w8wJneN4A32PJmran9cjp/B4MQ1hAlNv4gIkqNQTVljbMLJ/xLCrVRmZ2pVoWAEMxUU/qlejcF7KA6u5vSZEnl3+wA3jKp5qm2y79F+huVecuCmanOD/YBLhEIAIpqLjM4HIOIKBUG1ZRF9U2pVZjs7t+KYgbWAMBENaVTqmZkqmbuHLfVpniJYzYZVLdM8nAbmF82ADJRHcRMdf6RGjPVRERNxaCassi/kycKPFNtB9UBRYG9v8Lyb0qrFIFzUFfru6hNSM5UMzPWEqmm1FKcTLWS/ky193XTNDa0ygfWAS2hqoAaAMBMNRFRfRhUU9bYwbPdI8dpTluoQbW1U6sIuOXfDKopjZQUb6dAG+6mLXU9eQotjqluEZnilKJ4fvIzGVSD2ep8YHfeF4GAm6nmQS4iopQYVFPWuEXfCfNUF2hQbWelA6riNipjTE1ppKSo1AzqZpDaFuep9gZmIhg0l7H8u0VSln+LTHb/Tqgw4Ljqds/pvO8bU83ybyKiVBhUUxalLv8u1Ey13ahMEcIzprrtBTrUfqkp3k52oN0W32rewEwpLjaXMahumRSvr7ADI2S2URkAGHXMVLd7ulX+7c1Ut+FKFyKiXGJQTVkkPP97M9eFGVS7Y6qFkzhi+Telk5oiqSTsoDq7m9Ikvkx1UZG5jOWmLZNqSi27/Fuk/6c/KVMdZaa6vZPeMdXs/k1E1CAG1ZQ1dvAsRWKmujDpqeapbovpwzxQ++FH2LN8ea43I+vs8dO6iGFH0TcAACHb7jzVdmAmQiFzGh+AY6pbKHkKQzeWlhBpL/834gljqmsZVLd3TpVIMMDu30REjWBQTVlkZ6o5pRbgNipjUJ15m089FV9efAmiGzfmelOyqruxAwAQC+3CD8VfAQCEYXWAboOfP8MbVKtWZozl3y2SulGZdaAiI2OqE6ZCSwiyqf1xM9UBdv8mImoEg2rKGlnPjpws0LehN1PN7t+Zo+/e7ZyOffFFDrck+3oZ2wGYmWpdsYJTaQXVbfCtZo/LFaEQELR24hlUt1ByozJhHbzLxJCbpCCar1u75wTV7P5NRNSowoxmKEfszrP+7t+FSncalcHTqCyXW5SfYlu2OqeN6uocbkn2dTMqAQC6EneCajdT3fbY2U4RDEIErO7fcQZnLZKiD6TdqAwiA43KEjPVDKrbP3tKLd+YapZ/ExGlwqCasiZ5F66wp9RyG5UpsJMABqPqtItv3eKc1r77Lodbkn32PNW6GoMhrKBaWjvHbTBV7YypDihOZkzqDM5aItWrq6qe7t/pXl9iozIG1e2ec0AryO7fRESNYVBNWZRi3lTf8sLiZKq95d9tMNBp7+Jfb3NPb9+ewy3JASsrrSsx6HZQbdhBdc62ql4yFoOmRvBm99OxSfY2FzI4a5kU3b+dTHUmptSyD4jYXdtZYdDu2Qe0hMp5qomIGsOgmrJGJkypZQ+xLthMtXSn1GL5d+YYNTXOaW17YWWqA3XmG0rTNFRUmTvIih1Ut8ECcBmP4fvOP8bOsv2wvttJiAXLmPFsseSDmPaUWjIj5d9mUO3OL86u7e1eqjHVzFQTEaXEoJqyKGFMtb2zl4FOtO2BrruZaqf7N6PqtDNqa93Te/bkcEuyr8vmnQCAgz6LYvT7ZtDTaU/bzlRLu0M1gJ0d92PGs4VSvbyKN1Od7vVZTeYUK1PNCoP2z5kjPqB6un8zU01ElAqDasoeO3h2UtUFPqbak6m2nxp2/04/o9bNVBvRwpo7V7WShYqhQbGmwgnHgwCMNpinNoPqeKDYOR8PlDBT3Ureb1dFzUymWkqZIlPN1629c7t/Bz3dv/m6EhGlwqCaskZKjqn2cqbUEpynOpNkbV3K04XAsDKTQhpQpLkzHNQDgNDbZqY6Hkc86AbVWqAIYKOy1vHMsqAq9k9+mn/643EnSFc4pjp/OGOq2f2biKgxDKope4R/THXKOV8KiNuozDulVhuMdNo5X/l3gWWqDTu7BAlhmDvIATuoboO5ahnXoAVKnPPxYDEzni2UqgJIsUrrpRBp7f4e3bzZvP/iYqidOpnr4OvW7qWcp5pjqomIUmJQTVmUOniWhTqm2jOlltP9m+XfaWfUuUG1rIvmcEuyzwiYX/FCSih2UG2oEEJvkxNVS01LyFQXM+PZUileX0VRGry8peo+/AgAEPnRjyBCIfPu42xU1t45n70AM9VERI1hUE1Z42ROnDHV9gWFHVT7GpW1wUCnvZM1hZuploqbqbbLv1XDzlS3PVLXEPdkqrVAESC5E98yiY0hASGsRmUivT/90Y0bAQDhHw2GCFjZcHb/bvecKbW8Y6qZqSYiSolBNWVRwpRazuICDaq9U2pZn0SWf6eft/y74DLVSnKmWpUBAHrb7DSvadCC3kZlxZA6g+qWaLj7d33XaBm7GkQtLXOCaja0av+c8m+V3b+JiBrDoJqyL2FKrTa4a58VTqZaCJZ/Z5C//LvAMtUpxlQrUm27meq4Bl0NO+e1QDHAnfgWSm4MqXqC6nSOqXbmMw4GgKCdqWZQ3e5ZU2qJYIDdv4mIGsGgmrLGLf+23nZOgrow34bumGrhaVSWyy3KT97ybxmPQxZQ+aLdr0BICUVaO8gyACG0ttn9W9egKyHnvBYogjQK5/XKNEX1fNem8cvGHXsbgAgG/cuo3XIOjKgBjqkmImpEYUYzlDWpsiFO+bdIXFJYnCm1vGOqGVW3yu5nn8U3c+b4smRGQnZaRgunBFw4/QoMJ1MNEYAqYm2z+3e0DoYSdM4bSgBg+XcLJY+pVqwSXlMag2rvfMaBoG8ZpVfsy6+g7dyZlXW5Y6rZ/ZuIqDEMqiljtl7wa2z++Rkpdq5kwjkG1fYBBr0tpg/bidoPPsRXV8zEzgf+iZp333WWe8dUA4BRQEG1990krIZfAgoCItYmM9WI1fqCaqkE2KispVJ1/xbe8u80rsobfLFRWcbUffIJPhs3DlvOOTc7K3QOlrD7NxFRYwKNX4Wo+bSdO1G1YgUAIPr554jst59nnuqEDEqhNirzZqo5T3Wr1X30oXNa32FmcqSUSeOoC2lctVMV4in/BhQERNsMeGQsCkP1ZKqFykZlLZb8var6ptTKzJhqNirLnO9u/wsAIPrJJ5C6bjYQyyBpjakGM9VERI1ippoyIrZpk3Na/+EH84SzD5cQXBcoOyutCJZ/p4NRXeOc1ndXWif0pODBqC2coNoNrAwnUw2oZvl3GzyAo0ejkN5sqlDZqKzVPOXf3u7f6cxUxz2ZartRGcdUp5236kavrMz4+tzu3wF2/yYiagSDasqI2OefO6fj33zrv9B+11n7+4Ve/h1QPN2/22Cg014YNW5QbezeDcBsTGZTis2pmmQhzVUt3UZldlAthQIVsTY4ohrQov4MulRUNiprMeH7AwDeRHU6D1Y4Q3wCAfOfdxmljbcfhL5jR+ZXmGpMNV9XIqKUGFRTRsS2bHVOa99sM09YgaMbUxdmMG1zptTyNSrL5Ra1b96gWq+0gmrPDqBSWmper4DKv10SG875qXlSKAjLaJscU60nZDelUCE1fihaxRtUe37y0znUhI3KssObqdayEFS7FQgcU01E1BgG1ZQR3gDHzlQn7sIV6FBqR+optdpgpNNO+ILq3SmC6pISc1msbY4nzgzzfbWuH1A1qDsAM1MdkW2z+7cWS85K8zPRUsLzv7XEMwY3ncGR3ZRs6/YANn7fEdKzjNLH9x23I/MdwL0VCBxTTUTUMDYqo4ww6twj6saePeYJe984KZguzOg6ZfdvjqluMX9QbY43dMq/FQUiZM5/XFg7++YbSwoJJRiAATOoDht1bXJOdM3KSksZhxBmxtPQ2uCGtgP2sBrvwRPV81VrGGnMJFsZzZVvBgF0wgGdhqADM9Vp5/uO25mFTLUVQIvq7cBjbsdxaRgQCnMyRERe/FakjJCeZlBOua1T/i28ZwuWPX7aN08144cW842ptsq/3SlhCrMrsR1YGZBQrEyTFCoiWtucUsuwgmpDeL4/2P27dbzl32qGGpVpGnTPVGjbux3MRmUZYFRXO6f1Xbsyv0L7+/Pdv0N8scpdzmw1EVESBtWUEYanGVTSFEYi6URB8k2ppbD8u7WMGs8Op1UdIVME1YU01lNI94QbVCsIG3GkNapKE/ulMeB+Z+hGYX9PpJN3Sq10NoCTmoZ4sNQ5Hw+WFtTnLBukYfh+S42d32RlnQDwWXQw/lW5ADs7DPAtJyIiF4NqyoiUmWqLSJpSqzB3mp1GZUJAYfl3q3kz1XaXXGfHPhgEnKl+Cqn822QICUWxS8EVhPW2manWdDvwj0NK87VjprqlUoypVtxzUhqQUqJq5UpUvfJqq6ZYM4PqEue8pkYYVKeZrKvzTQ9obP8s8yvVdWhqBG+EL8BOfW9s73aouZyvLRFREo6ppozwBtLu0XX/FC9CmLmyNrhvnxXeRmWK3aiMQXWLSW/5t1Up4Z8/N+hbVgikcMfVqlbprxQqQprWJoNqXdrl6nEAOoAAO+K3mP1F6x1T7W1UJlH79tvY+v8uAADs86+HUTRsWIvWJLW4L1Otq+EC612Qed6DhgAg92RhnmrDQDRU7pyPB4qc5URE5MdMNWWE9Ez9YQfYbp+yxMx0gWeqWf6dFrpnvKGMxsy/1o69Wf5diFP9eBqVebpUhQ2tTXb/1g3zJ8kQcUiY5ckGp9RqIfu19yxR/Znq+NdfO+fj21pRThxPyFQHIk7zMkqPxKDaO70W4DYVSytdhxYods7GQ6XOciIi8mNQTRmROlNtcTLVhRlM2+xGZd5Mtc6gusW8Qw6c91zKMdUFlEGTblCtKm6WMqIbbTNTbY2fNoSdqQZ0ln+nTcDzHoCu+wIzGW35/O2JY6p1NcJsZpolBdHWEBfAnLN648hR+Pp3v0vrOqU0oAU9QbX1GvO1JSJKxqCaMsI3pVZC+bdIMdavEOm626jMHu/KfZWW846VNmJ2prqwu3/D0/1bDbifuKBhtME8tTeo1iGFGVRLDoloEel8w7rPn3dMNQAYNd7v6ShaSmqaUxoMAHogwmxmmiVlqj2v165HH4P+/feofOzx9K5UN3yvayzITDURUX0YVFNGpMwaJirwLuDeKbXsfV2Wf7ecN6iWdXWQUrrLggEIp1FZIQXVJincMdUAENRlG81Um38NoTvl33pBHQRJP29FkPe0YRgwar3N/VqRqdZ1GErIvW8lCFbtp5eM+StsjKjnIOKe3c5pvaoa6SKNhPLvYKnZB4VHf4mIkjCopowwPKVphhXg2Jye34Ve/m1PqSXc8u82GOe0G76u3oYBaJoTQH/UaQJerjsKuhIsqDHVzjzVnim1ACCsG21yTLWdlPYF1Sz/bqHk71fF26gMRkLvi5ZnqhGPw1D8fU81g7sX6ZQ4bMUbZGvbtzun419/lb6V6oYvqJZKALoaKbBqHyKipuGvHqWdlNK3swbDAOJxOOXfInFKrcLknadaMFPdKlLXk2rnjWgUUovDECq2Fg9BpdEBuyoGFlRQ7W1UFlBUQJrPUVvNVGvSblTGoLr1/LMtAPCNq4chfeXf9VYUNYHUNBhK0LdMk5xcJJ0SpwI0Ym4JduxLN5D2Np9r9ToNHXHPmGoA0NUQM9VERCkwqKa0k7EYEvfYfXNVJ0xPLQs0uPYF1Xbw0wYDnfYgVaAso1FITUNtUVdnma6ECqtRmRNUG1CEAsAKqg20al7iTDGku70S5muqcwe+lTxVQp6vWsPwNyozWtmoLDmoVuu5NrWI/R2nmK+nEffMWe2Z+UD7djvSxpDQPGOqAZgVCRxTTUSUhEE1pV2qjIeRYlmhNyzzTqnl7R/UFoOdti7VOGlZVwdoGqpLejjLYuEOSRmf/Obp/i1UCCuoDults1GZE1TDAISdqc7lFrVnyZlq4RlXbxjS3/27heXf0jAAw0gu/2ZQnVb295YaND/DUpPOUVjf2Pi62uQbt1TCWHkAMESAzQOJiFJgUE1p5w1aRLFZOmZO/+HMpeX7Kwt0bLVmuFNq+RoIcX8FAFD5zFJsnnImKv/zTKPXlfGYc1qx3nNGNGZmqiOdncuioQ4FNR7QHVMNX6Y6YIg2WRVhWOXf0lP+bTBT3Tqe7xbF85MvDekLxlqaqbarRBIz1VIW5vd6pjhBdcgKpDUAurlMpqmLe9I6UxwskUoA7P5BRJSMQTWlnVOKGwxCCYcB2HNs+neyRIH/MNvjp81GZe5yZqpN3/3lL6h97z18PWtWo9d1DuQoCkSJfSCnDjKuQVfDzvWi4YoC6/7tZn7NTLX53grqbbFNGWBYP0lSMZygml2kWybVlFqK6n7RSKn7grGWZqphffYSg2qdRwfTyv7eUuxMta5Axs0DIemabzyJrie9roYS4DglIqIUGFRT2tkBjggEIILWD7KmObt2ImFMdZvcu8+CVGOqAWaqbc1quOOZj1oJmUG0tBqVeYPqWLC0wBqVmQwhzUy1MHfI1TY6plrCLBmWQrrl3wyqW0SkKP9W4Cn/ljItwZj9edITMposMEgv+3dVCbifWxmtgUx4HdOaqZbJmWpDCTKoJiJKgUE1pZ19RN0bVEtN8/QnS4iqC7T82xdUez6JbTOHmAOe90Vj46CdAznBIEQkAsDcuZSaP1NtqIXVqMwp/1YkVMXNVAf0NlonopvbqwWk2/2bR5laxDmI6VkmAp6Dd7repGCsMlqJN7a9AUOmjpLrK/82WP6dVvbz7A2qEa01v/s8jQda08U9iW4kv66CmWoiolQYVFPa2UGLCAYhAuZRbhmPOzv4/Dk2+TPVLu6vJNP37Gnwcl91RNhsrCNjUUDToKtuox2z+3cBZaqd+c/9meqAgTb3QTRqapxMdTwEwB5TzeCsZewjdZ6DU8J79M7wT31o9r1INv256fjVsl/hxS0vpry8vqBaL9gWlJkh43EYQsEbvWdg474nm8vqqiFranzXa00X96R1GroZRHvvXwm0ySoXIqJcY1BN6ecpxRUhK1PtzTQK8we5QBPUDm9QrXizstxfgRGLOWM1AUCvrGzw+k6gHApCCduZ6jrIeBy6p3utoYaAQhxTbZV/C+uzpxhKm6qI2Pnvf+O7O++CFGZQrQckpLAbleVyy9oxJ1XtGVOtuD/5ujTMz5klVTCmGzo+3fUpAGDVl6tSr8b6PBmq+V0fgHk/kt2/00rG49hVsR+2Fw/F1j7jYAgFMlbnqzYAWjE2PhW9vkZlRESUiN+OlHbSE1QjYAfVmmeGF3vHLnFwdWHRpSdT7Z0/llE1jITMdOL5RL7yb+84/oRGZboSLKhMtbQ+a4ZiTqkFqwF4W+r+bVRX45s/XgsAkPtPMxcqgB0VtpXtbHdE0gmo/nEmvux0qmBs466NzumepT1Tr0fzNyoLohYaIsxUp5nU4ogFS5zzdZHOkNFaGKo/qE41fWWL12noTlCtCA2GDFiNytK2CiKivMFMNaWd2/3bM6Y6HkfSvKkFvs9lT6lldv/2ZKpztUFtSGIQrVfubvD6zjh+RUBoVdayeNKYal0tsPJvi7Sm1BKKm6luKwdvvFUIhmJmN4WQTqk6h1S3kEz4vgXM7xlrbLRh6L7xt9KTtbbtqN2BvXZKFNVJ1MRrki4HvOXfZvClKub1DGaq00rG46iLdHHO1xZ1NYPqmsRMdRrHVBvSOVgSClgHTwSn1CIiSoVBNaWdjFlZQ6lBaOYOViE1h2oqw1P+7VveRoKdXEocQ63vbqT8285U79kK8c27zjKpxc2Sb4uhhgssqLYalcHKVFtvNcVQ2kwG2Pta2+XfzFSngXOgzn0Cvd0bpK77huWk+lxoW7bi9nt03HOXDrk1dTd+aTXJsoOvLSEryObuRXrFYqgt6uycrSnqBhmLQtYlZKrTPqWWebAkFPCMneeHkogoCX/1KO2c8u/dX0B8/5G5zLPzZu/riaS5tQoLx1TXT9/tz0w3tfz70x7HY+Xef0A8UGS+D3U9qfzbiCdn5PKV0/3bHlNtxayqobSZXJPhea2doFpY02qBn4eWM1974fluUbx9yhIy01JPDqqNr76GAqAoBpR/vDXlWpwx1VbwFbfKkQ3BTHU6yVgUsVC5cz4eLIasq8nomGppuN2/wyGrwoHzVBMRpcQx1ZR2dlZ6Z+m+kOEgSrZ/ZjUv8wfPssA7lfm6f3ueCnZWha8rMVB/Z2Lncs3sLv9p90kAgO3dDkHvWBxS8wfVEAqMWCF1vrKDagMBJQBhVUW01Uy1HZgJVQAwXyfJ7t8t4ry8vu9Z4VySVO6dooGf7p1yqzp1+Te0OCQAw2oIGFPNTCkz1eklY3XQFTdTraths1GZ5s9Mt3S+8ZR03WlMJgIMqomIGsJfPUo/TTOn/hjwG6zpcwWioQ4J3b99fwqWt1EZM9V+RkIQbUQbzi7LeBy1RV3d80I1M9WG7uv+DQBavHCCavvAlaFYmeqA+ZUfjCsYUv1GLjfNoafIVAtFOF2r+XFoKTtT7Sn/dmNqGHUJmeoU5d+6p7Q4ceom7+28B65iqjXkR/CYfTrJWMw3lEVXw0As6sySIELmZfXNN94Shq47meqvdltj5TmlFhFRSgyqKe2kpiEa7uicry7unrDDlhhVF2Z4Xd881RxTnVzC2FimGvE49pT2ds7GgqXmvK6a4ZunGgA0rZCeX3dKLVWoQEkxACCgq+i3/aNcbpjD2O3JVNtBtYAbVDNT3ULJz5sCBcLOVCd8puyx0V6+0uLa1BlQqWmoi3QCAETVGtQFqs3bCpXBVxqZmWp/UC1jdc4Ba6W01LxeOrt/e95DmmK+P3iwhIgotWYH1atWrcKkSZPQs2dPCCHw5JNPNnqbFStW4OCDD0Y4HMaAAQOwaNGiFmwqtRcyrqHGkzWsKd7Lal5mZ07M5W4bncLcaa63/DtH29OWyFjCDn+KzsS+yzUN8WCpcz4arjBLwg0dEP6vOU0vnGfYmVLL7v6tmuelUFDyzY5cbppD3+PNVJvbp6gKnDLlAv1+SBtPI0TFc9qI+ptHpspUe6dnErWpD2zJuIa6iFmWvDvyA3TFblwWAFIE6tQyqTLVMhZ1gmo1/j2A5Cqf1tA9Hdx14XldC+crlIioyZodVFdXV2PYsGG46667mnT9TZs24fjjj8fo0aOxdu1azJgxA+eddx6ef/75Zm8stQ9S03yluNUl/ky1s5OcGF0XGDuoVoTwNRNipjp5xzAxyE4k43FfCWo0XGEu8+zTa8IqXzQK6A1nl38LA6pQnaBKChVFP1Qi/s03udw6AP5MtTN+k0F1GiQ/b9arb/6feKAqRVDtzXqKmjoYMnnohNTiqLWC6j3hHdAU836kUCGNwhlqkWkyHoNulWIDgK6EfEG1YnXn9g21aiXvuHhNcEw1EVFDml3HM3HiREycOLHJ17/nnnvQr18/zJ8/HwAwePBgvPrqq7jtttswYcKE5q6e2gEZjznlgAAQD5ZYP/TWDnPSDbK2aW2KXRppJ48UYc3JW6DPh1di+Xdj2ZfEoDoeLAW072Fo7k69JmoRkMXQZGGMevnh/kXOe0k63b/NQbVSKOj8wRf4dNRoDFq3Fko43NBdZZSvUZlV/q2qCiDsII9BdYukOGipeKo27KBaFBdD1tTUk6mOYnvXg1BU+x3Csa+wo24HuhR18V3HW/69J7wDuuLpBs5MddrIeD2ZamEH1dbBkjQF1VJKGDA/jwri0K0vE7OZIH+kiIgSZXzv8vXXX8e4ceN8yyZMmIDXX38906umHElsXKOrYf881UlDqgtzp9neLbGblNl/De6vJJd/N9qoTIMW8L7nQuaY6ri7U28o5n0YBTBGN/bFF9h+001JU2q5mWr3q7+x6coyzdiT3KhMUVVPo7L8f70yQTrDbTzl355OZeaQHECxxtnDMJIyy7GaMnw45Dy8deg1CKA3vqv5LnlFnu/7mFrrZKoNEYDUmalOFxnXksdUx2NOEC2soBqalp6x7J7ptBRosF9JQzBTTUSUSsaD6m+++QZ77bWXb9lee+2F3bt3ozZh2hxbNBrF7t27ff+oHUkVVKfo/l2owbQtsczbfjokswBuZjpo7tQ1OqVWQqZaV8z3nGFlyiTiMGDu7BfCfr5eWWmeEPaYaiuoVpODahHIbeMhfU+Vc9pQzKA6EFCcoBoFUlmQbqn6QPp6N1iZarW4xF2YkK3Wqz3DdkJD8F1tclAtNc0JvnQlDl21PnNKAEgx9zW1jBF3p7cC7Ex1zHkd7Uw1AKcjeOtWaLhT3Ik4nFdSKAyqiYhSaJN7K3PnzkWHDh2cf3369Mn1JlEzyHhyUA1N82ScCnsstc3eL7Ez1IKZaodd/q2WlZnn441kqnUNuhpxzpuZag26Vf4tocOwGu0UQjdpvdI8ENmUTHWuOzQb1kHTYK9eiAetTHUgAMlMdas4mWrPMm/W2j5QpZS4QXViCbgRdc8bwV74tubb5PXE3aBaU+JuplrhmOp0Spy1QFfDgCdT7Q2q01ECLr1BNXTYrSgkg2oiopQyHlR3794d337r/yH+9ttvUV5ejqKiopS3ueaaa1BZWen827p1a6Y3k9IoZfl3PJ6UoRaJQXaBsYPnpG7o3GFxyr/toLrRjra6keI9F4OuJwfVRgG83/RdO80TCfNUK073b7W+m2adPaa657xbUBexMtXBgJupLoDXKzM8zRq8pD321gx+fUF14hho3X2fxMM9sTuaXDUmtbgnU6253b8Fx1Snk2b4d9ec8m8rU10X6gDN+g5MNT6+2TxzVAuhQ0Pb++4gImpLMl73N3z4cDz77LO+ZS+88AKGDx9e723C4TDCOWycQ60jtXhygBOLOYOIuYtsc7t/e/8ypnaDaKW8HEATxlQbuu89J5UA9GgUum5+xUloblBdAOXE+g5zuiw7WymFhIBImalGjrOJdqZaLS+HkOZOvBoIwC0oyP/XK5NEwjeuM6raGVNdf6YautttOh7sCEPfmXT/UtOcrtSaEneCaqlwTHU6JTZYNNQQ9GgcUt+DmqKueKnHbHSMfIKD1t2R/ky1cMdUS6HwwC8RUQrN3lupqqrC2rVrsXbtWgDmlFlr167Fli1bAJhZ5mnTpjnXv+CCC/D555/jqquuwieffIKFCxfi3//+Ny6//PL0PAJqc5Iy1UoYMlqbnJIt8H1lwyn/Nv86Y6q5v5Jc/t2ETLWm+g/EaVEd8QIt/9Z2+jPVegPl37kMqqWUTqZaKSuDYpg78UFPpprl3y1lZ6oTl/sblYmiCKBYWciEYExKN6g21DD2VKfog5Iwptqwwi8pFMBgpjpddCtTrcI9wGhoOmTNbmzrfgQAYGfH/WEIJT0dwHXdrDYAIGFAE+4c92z7QUSUrNlhzdtvv42DDjoIBx10EADgiiuuwEEHHYQ//vGPAIBt27Y5ATYA9OvXD0uXLsULL7yAYcOGYf78+bjvvvs4nVY+S2wapYZhRD3znSZ10CnMnWa7UZlwqjSFb3m+kbFYk8dYysRMdeKcuonXT8hUA0BcM2DoVgAh3KBaL4CgWt9hZxQ9mWohoKqqdd4t4ZQ5HMRvVNc4Qb1SWgohzZ34UDjs9icTBX70rcUSjtY5Erp/h8IQ1vsiqVxbhnxn9+xIPrglNd3JaGqKBgg3qE4qJ6cW06X5GoUU97dUj+uQtVWIB8ucZbVF3dJS/i093b8hdOjO9HwqGFUTESVrdvn3qFGjGiz9WbRoUcrbvPfee81dFbVTiVN/SEWF7infdRvoFHZQLZ0x1f6GQvm4u2LU1uKzicch1KcP+v7zgcavb4+ptoJqI9a8MdUAoMUM6Pb4UU/5tyyAEgl9d0KjMmtMdSQYAVDtz1Tn8B3nTKcVCEAGQxDWaxMMhzzbVZjfD60lE75XktiZ6nDY7LIfjycFYxL+oDr+fXKm2uz+bTYJ1JU4IkbEWr/CMdVpZA9bqRR1CMH8XtQ1QERrUV3Sw7leVUnP9GSqPeXfUhjQnKaHbFRGRJRK/u9dUtYljqkGAC2uw969cxInSmH/MDuZauu8/bzkY6a67pNPoH3zDWreegt6VVWj17fLv5WyUvN8I2OqYegwFH8AoGnSmT5LCh2G3ZW4AL72DOs5tgOrWEBCgYJIyGpk1EbKv406M+umFBXBiLmBQDgcdhLUhXAQJKPqmbpQxjVIAF8b3RGLdHSW+a6TEFTLnXVI5GtUJuIIOYGYyjHVaWRX2MRFHFKaBys03aw4iAfdcfGxUFl6xlR7GpVJGNDtnh8MqomIUuLeCqWdEY1CVxMyHHEgudzb+pHO1oa1NfVMqZWX+yueDFjs888bvbpd/q2WlfvO13t93XDmOBbSXJemwyn/NqDDsMpSC6H82w6qRch8rJpql3+n6OCbyzHVdrY0FILueY3D4YinUVn+v16Z4f9ecdhfMHENOysG4Y3vB+GVA35rLkuYV1oK//e4uifFe0XTYKhuo7KwdRuOqU4vuxeE+T1mHSCMS8h4HPFAsXM9szFoujPV0jkQJ4Wapz9SREStw6Ca0k6La844SEWaGUZNc3fsnHLnxBRtgUkeU23+zcfOqnplpXM62oSg2i73Vsqb2KjM0CGtpjpBVAMA4rqAIe3sigZdWDuiBTAljFFtPgdStR+/+blra/NU21OniXAIuhUI6EJHJBJxG5VxTHULJTSGTBTTUFXW2zlbVdIjufw7ofojGE0eMeadp1pX4girdiCmMFOdRoZTfq0BsGYyMASMeByaL6iOQGrpDaoNYSAYsrLW/DwSEaXEb0dKOz3u7kgFYI7BM7zNkJxg2qnvLEj2w07KVOdoezJJr3Tnt41v/bLR69vli6o13Y/RSDmjEY9DWpnqAMwSVU0XTvm34WlUVgjlxHq1XWJvv6cMKFCgqMlBNaKNl+Nnit2ATgm6QbUhNERCxZ5fp8I86JYuSuI81TZNg/BkkmuKukFq/syyFOZwAWGYwXYglnxf0tP9W1M0RFQ7U60mZb6p5ewx1YbQIa1Mta4JaJo5fZnNnL86vVNq6ZAIeYLqfDzwS0TUWvm/d0lZp1vNaYTUoEgr+2Q0MDVOge4zJ46dtvd983FMtd04C3BLkxti7xSKcMS6g4bLSA1Phk3AzH5qupnJAcxGZfb8uQYKIFNdZWaq7c+WtKbUEk6m2vMc1OUwqLYqEETIk6lWNBQFw04JRyEcBMmE+p83qwIgHocWiDhLdTWclOE0rFLuYNx8jyha8mfHiLvzVOtKHBHVHbfPTHX6GE75tw47U60bQEz3Vw9ogUj6ptSyXlcDEsGwJ1Odfz9RREStxr0VSjtDsxtw6dCFW6aWVO3tnsjq9rUVzjzViv95yOEQ14zRK3e5p6v2NH4Dq2GSiFg76I08KXrcDbqFsDKeUnjGIXoy1XleviildBuVeXrK11v+ncPPn2FlqkU4DN06rQsNxcGI5+shv1+vjHEaQoqExfaYah266g+qkVT+bQZSql5j/U0u/zY0d7iPpsRRGiwybwuOqU4nu8GiN1NtSIGYEfRdL9Xr2BJSN5whNZoAQiG3AR3HVBMRJePeCqWdbmUn4kLD7oD94++dICdhTHWhchqV+f/KPEwDGL5MdXWj17czLUrE2ulvZCfR8JSt7lbN7KduCOfAhSEKJ1Mta2s9R2bsbK+ZqU5Z/p3LMdVWV3cRCiEatTPVcZSG3KCameqWqqdRmU3TkjPVSRUh5mdFNcwhFamCat9wHxUoCrhTajFTnT6pgmrdUBBPmEs8XeXf5owKZsC+K1KFysBWAPZ3R/79RhERtRb3Vijt7I7LEjoM+4i6ATeKTtrHK8zo2p1Sy3+QIR+TAN4x1caexjPVSUG1lA1mq+0DOVLq2B42AwADin9H1MlU53dQrXum03I79ppTaqUs/87huFfpZKpDiNVZmWpFQ0ko4hxlkgV/9K2Vkp4/t/t3YqY6aUot6/0jpNWN32g4qC4NlSIQcBuVMVOdPtI6wGEIDdLTqCwm/ZlqTU1P+bd3TPXW0u3YoDxrLhdKfpZTERG1EoNqSjvdCao1p+RWl55xWHZjrgINpm1uozL7b/5OqeUdR+020aqf3YVYRNyd/obGVRuaFVR7u3xD9ZV/u92k1bxutGNXAkRDRbDnpZJO+bcdZHvnqc5d4OME1aEQamutCgOhoTRUxPLvVrNmYKivUZkuU2SqE4Nqe5o6a+y74c+KAoBmVRtIxNGhqAuCituoLLHxGbWc3ahM9xwgNKQCw/B/PtKXqTZ8Xd3tKQnN8m8G1UREibi3QmlnH8SWQrOm/0jIVCdN9VKYwbXTkCzh6cjHRmVGTY17ek9zGpWF3WUNZaqd7vI6DKfMW3FKvQ2hOWNJDaHmdabFfq6rRNAdLy3qL/9OLvltonhdq7YTcKfUUkIh1NaZ92c3KhNsVNYqjX6LCEBTi5yzuhpKMczCOggDqxu/DEJPOAhjd+aX0NAx0hWBoNvQqmrlyrw+gJVNTtWN4in/lop5wBqAYjVoTFVx0BJS193u30Lz96RgV3cioiTcW6G085V/O5nq5MBZFHgGSjpjqvN/Si1fUN1I92+p607Qq3gz1Q2Mq7ab45ldvt1Mtbf8G6p1HSXQaDfx9kzWmdPY1QVCTlAtISEgnPLvL7p5yr+NFuwgv3obMKcH8OqC1m2rk6kOo7bObVQWCUScX6d8byyXMfZBTCXh+ZNudws9qfu3+16QhuFmqq3mf4oMImbEfHenW7eR0NA50gmqat5GCgU77r8fO/7+93Q9ooKWaiiLId0hLsKavlIPRCDjsdR30qwVeqbUUjRIJ1OtQLbkO4OIKM9xb4XSzp7GyPBkqu2j6YBbzen2JS483uyN06TXel7yPVOtNxZUe6fH8gTVDWVU7XnQJXSn/FtChQG3/NsebpD35d+1ZsY3qgbhrQIRQjiZ6q87q6gtsZ6D5madpASWzzZLQDf8t3Xb6mlUVhu1xsIrmjn9l9ODoTArWVrPfN7qLf+GOf7WZgbVns+YFnfH5FvVHwqCiBv+0mLdGnphQEPHoo4IBj3zVAPY+dDDrXwcBFgVNgB0xdOrRCqexovmZ8lQgk4FSKskZao95d96GsrLiYjyDINqSjsrUW2Vf3vGVIPl3zbDE9MpCWPM8zHe8wbVsqbGFzgn8o4HVOBmXJoWVHsy1SLglA7riu582xmKmteZasPOVKtupto+kGUHWEIq9nDrRqcrSxJ1m87BaN3OtbdRWdQuI7YOijhN1fgz1Tr1NSoDGpynWsbq3IZ2VpWHkCHE9MRMtR1s6SgJFiEYsMq/FWvoRV3rhwmQe5AiaUy1PcQFnu896zugVeszpLNOc0pCN1Odz8NniIhainsrlHZOphq6k6n27hg7DcoKOAPly1QnTqmVh1G1N6gGABmtP5PiDarFomPcCxoIhHVnHL8nUy0Ut/xZSE85sdr8QLIdkbXmDnVUDSHxgJUdqCpSgeEM4m/mAYaaHe7pVmas7PeBCIUQi9mvW0JQzfLvFmp4Si0JAd07ploJuR8k2EG1lakOWiXGIoh4wmuu2Z33oVlBtdvMTELk51HCHDCcA4SaE0DrMmGIC8yDGUY0DQcyDN3z/Wl4Zk9QWjZkhIgoz3FvhdLOSlyYcwM7nZg9bzW7/DshcV1IvJlqkedjqqWUSUG1Eat/zJ8TVKsqROVmt2t3A3PeejvOO/NRezLVUhiAapeC53mm2ir/rlODkNawCydTrbpBtdPmoLnl37WeoNqbtW4BO1OthMOI2c2VrJ13O6hm9++Wqi+othr2qSEnmwyYmWpvV2cjWutOqRW2xlYjlFz+rdsNADWUhIoQDLpTPEmhMKhOAyklpDBLsQ3F7VViQIFhLdfhvnZaND1TarmZaiOh/JtBNRFRIu6tUNoZ9jQ+wtOJWapILv8u3KhaekJnJeHpMIz82gmV0WhSECsbCKphd/5W7eyYtbyBHTl3HL8OTbXLIFW3+zUkpJ35VPI8U22VfkYDbqbaHbdvl3+r7juwuTvINTvd09HG5xxviGGN/RTBEDQtdVAtC/D7IR1kPWPS7XNaoMi33FACvgNXWrTaCaqUiJV9FsGk8m+nMaXQURSIIBDyZKoZVKeHJ8CVwvAMq3Iz1fYBbACINzC8punrlM5BFUMYkPCUf8v8PShJRNRSDKop7dz5NL3jWz2ZMe4k+/YznUy1fVn2NyejvFlqe4qshoJqZzot1Z0OCmjalFoSGjSn/NvNVEMx3DHVIr+7fxtO+bc7pZbzHlOSM9XNnlLLl6luXVDtnac6bjXJEtbOu3dO7XwcEpEtyY3KzOfS26QMsLriS29QXesEcmqx9bkVKRqVeRpThgNhhIKe5oJCZVCdDrpu9oIAAEhniIQhVSdTvTPiHuyK1aWhkZg03PJ/X6Zayenc9kREbRWDako7e/osf/m36kSLbgLFfvsVXpAtfY3K7L/W85ZnO6F2UC2KipwpshoMqq0six1UO2+TBrIvuidTrafKVAtA8Uz101ApeXvnln97xlQnNCpT4DnIZWjAm/cC329s2gpqfnBP67FWzVctY+585Jod3DuZanucCLOdLeM/kJLI26QMsD4vngNXerTGKQ8PlxQDMIPqqO7vhyA9w30iagQhZqrTzluKDUVCtzPVcBuV7SraCUjz8xSPtz7oNdfpZqrt7DiE4lQnEBGRK5DrDaD8Y2eqDaG741uhJnfkKrxY2mH4ptSys4nWgjzbXzGqzaBaKS52AqUmZaqtzIhoQkbVfs/5MtVKELADAEV6pmjK70yLXf4d82aq7b/2gQpvo7KP/wPsftY8Pbuy8RXU7vKfj+4BgpGUV210W51GZUFouv9192aqGZi1hB1Upz52rieUf5vzt7tBdTwaBayALVheYt2lirqEOZC9B1HDahgyGABgd3JX8u3rLDc8mWohpDtVJdxMta5okNAhEIQWS2/5t4TuzFMNAEYef38SEbUUM9WUdrrTjdSdUsucY9Nf5iwKOKr27miKpEx19rcnk2StFVRHIhBWFqsp3b/t4MptVNZA929vdYRqvecUFdJOxwoJRXEz1fk8JYx/nmo722s+h06mWqpOUC23feDeON6EqXi0hMx0K5qVeRuV2Tvqwt5W1d6hZwfplpBOA8SEn3lpl3+bQXVtwJw33hCqv/zbMy1TuLTUOV1rfXb1Xbvw+YknQau0AjyhIRKIIBSKwIDdKZrl3+lgZo3N4FkocHuVQPXMX61BWl3BNS0N328ydaMy6yIiIkrAoJrSTvdM8WEHRvYPP+DpRqu44XWhMVJMqWWTeZbbMZy5iMPOmOoGu3/b5d+KNTeu06isoXmq3fJv1enyHXBqx6VwD1pIoeR1ozJnTHXA7cLsjKX2zlNtX+gNpLeta3wFCY2qUNeE7HY9ZMydUsvuIm2PqRbMVKdF/eXfZlBdF6gGYE0152tU5h74CpWVOKfrrOU//OMfiP7vf04G1RA6wmoY4UDEP/6Wr12rSU1zfkOlIt3nFwoMYX7O44oG2FNtpaP8W9cTxlS795lvzTSJiNKBQTWlnT3Gy+z+bXeGdUcaJHalLcSfZ++RfjvYy9tMtT1uNhRyM9Wx+hvpONd3MtXW8gbGQbtj/zSoVobTUNxGZUKR7phqKHndqMwu/46rnqDazlqmmlLLm2ne803jK9ASqgy8jcuayTngEgo7zeac8m/PGHgGZi1hZ6oTnzsrU20H1UErU60EoHvmoNY8cx2Hy9xMdV3UrDzRvt5m3ptilR/bmepg2CkV5muXJobhTn+mSOfAqyEVZ7k3U62nY8yzlM5BSUMYvvJvmW8/UkREacAx1ZR2diBjKBqk4pnbMnF8p3X9wstTJ06p5R9TnW+djp1sZDjkHEFpyphq2GOqrQMzDU6p5UzjZkAN2BmdgDvPrhAIeMq/8ztTbQZDuppcHaJ4un87Y6q9b7emZJ0TGlWh+ofU12sCGXW7f9sHmtzyb2v7rXG5hfg90Tr2mOrUP/OxoBkoV4es11woiMbd19abqQ6WFQMwg+9onfX+2rULAJwxvYZiNioTQZWZ6jSTuu5kqoUiYNhDYqDAsF5fTdEhrbJ7TUvDc24YMDyZau9vVh5/fRIRtRiDako7wzOfJpRU5d/2CfsHu/B2l70H+p05hO3MfZ7tgzrjZoMhZ8fMDrRTXt8ZU213m7WWN5CpNpwx1QYCAbsc1S3/hgIo1s6nFHmeqbYPSijuZ06qdqDqzlPtjKmWns9f3a7GV6AlHBCpaUVQHUsOqpEQVHNMdcvIhGnUPJcAAOIhM6iuCbmVCjFPBUncPi0NBIpLzPIaoSBqVUI4QbWTqTbLv2EIZqrTzTCcigChCEi7Aky6QbWuupnqdHTn9nYcN4Rhfg9LHRAqM9VERCkwqKa085Z/Oz/+wi1FdefUsn+YCy+olinGVDuZ6jwriPcGTiJhWcrra4ndvxvPVEsnU60jFDRLzA1F9UxDA6hqYWSq7aBaUd1gxz64JVJlqr2akqm2G5UJxQy0ar5v+bY6jcpCcOrRrdddDXgOgjAwa7HkeapNsWAZAKA66L7mMc+0dbo9DEPqCITDUKQOQyiIW2P29T3mHOVOUKeY5d9Cesb8CpUvXTroutPJXxHuR0VCOMG2pmju/NXpCHo93b8NoUMVQSeo5phqIqJkHFNNaWeXf0tFOu8wM2uSUPad2JW2gPgy1U75t5VtzbN4z4i6zajcMdVNmFJLAXZovZ0y1QYz1da7yoBEOGDNkysUJ1unKEBALaxMtZ2Zj6t1yY3KvPNUN7v823rtynqaf6tbEVR73hvSsD8HVlDNRmWt5JlCzsfKVAeTM9Vxz5hq3claGwiEwxBWd/Z4nfmaGVVmObj0TOkUVsMIqQGnDJmvXXp4s8aKr/xbdQ5qxFXvmOo0HKi2KhPM9UgUqSVOE0HOU01ElKxwoxrKGPvoNoQ0oxnAzRgCzrLCy0+77Gy0N4mUp9NUu5nqcNgJqhvs/m0FhVWRHnjo+zvw1oAZ5vKGMtV2UK3oiFhBtRSK874TigLVCqohlAYD9PbOPSjhBtWK9ZkMRsznI6wVQU/VKDBxDupU7EZl5T3Mv60o/zbi7nvDjvLtrw816L5e1Hz2ASW7cZ/N/p4xVPNzUhvcAynNIDjmmd9Yt99H0oAaDEBY19GtcfD6bvMAjN39Wxc6AkoAkUCQY6rTzdOJWxGqWwEGxRlaZY6pNl8/35COFjIDefv3W0dxoNTpsMmXlIgoGfdWKO2kU/4N2LF0ykx1AU+pZe+UCM94cvvpMPJsj8XX/duaUstuUJWSlUX+qsMRAIA9xXsjHigC4k1oVObJVEuhuuNKVYGA1Q3bnKc6/zPVqhXsxNSoE1SXdjSf/6ARhqYWWzfw3LhZmeru5t+mBOL1bau3UZlnTnHAMwaeY6pbp5GeFbXBKthTMcU9FRx6zD6tIxQKQFgBlRaNmdMt2RlrxW5UZl4eUFVnTLUWKOZLlwbeAFdVhPO9JqF4xlqrMJzy7zSs1Ff+baA4UAL7y4JjqomIknFMNWWA281aUZMz1W7Zd+EF0zY7cPZmqvO2UZlT4uuOq294TLW5M18V7u4s213WF1JvYBoup9TVQFCNOMuc950qELDH6CLPx1Rbz22RMMt7Y6o7NVIgqEKNGNDrFMRCnQDUmEe/SroB1dubOKbaylQXdTT/xmtava0fvleNkp0DAHjKv1XPz1O+fSiywspsehrWmfzPZVypg7DKtePeMdXW5xDSgKoIN1Mdj8Gornbvzen+LT3LzNdw7bBL0GnHxxjc+gdT2DyZalVREHeGValO9/WgCJlBtXQPMraKNJxeKIlBdf7VUxERtR4z1QVAxuOIbtyYtamanPJvFU7UKL0lnFYmKrkrbeFwMtWeAwv5O6WW3Ywq3LQx1VaZd22gk7OspngvIN5QUG0fvAECQTsjrTrBtqoovkZleTdw3cOIx6GpEfRQzCA1rriZagCwhtJCC5pBsQSA0r3MhdE9ja9AT09QLaWEjEYRD5TgjRe+c5bbjenccn3BmLqZpJTukOrETHXCkxk3Qp6A2f2MGVY1h4COoKq414lpMPa47xMnU616mi96VrGj049a92DIn6lWA5B2UA3FWR5SI27373SVf8OdqrA4WOq5rNV3T0SUdxhUF4AfFi3C55NOxM5//jMr67MDHAhABDyBjLuXZ/2xf7ALL7i2M9Xehy5SjXHNA9IeNxsMQWlCUA0rQxZXip1FuhppUqZaCgOhoFvm7WaqFagBz/I8blRmxOKoi7gHJEJ6xBdUh0rN5yoeqDAXSACRDtaN6y+xd9hTatlBdayFmWpNA6T0bSvgDqF2Gst5/qcmktLtFt3Iwcu4UQyn/FtzoyWtnkw14gb0KjdT7ZZ/u+spj3Zr7SMgr4RMtfQcrLaXB5WIU/4tZWJ1QkvW6TZHkzBQEiyF8znkUS4ioiQMqgvAd/NvBQB8O2duVtbnNocSTpMcCSUpcyIKuPzb3idRPFG100Aoz3ZY7AC6UpajxipJbnCeaivg1dQiZ5muhoF4A9lt50COREj1BtV2plo481dLIfI6Uy2tTLWtJNbB91mLRKxmcWrYvVHYnF4JRv0HLhz2lFqtzFQb1njq5KDanqfaHi7AMdXN5p2yT234Zz4QKIVA8lRMmtPh2UBQUZzOz1IzYFS5mWq7/Fuqqb/Pg7EmVD9Qg6QnwFXVAKB6g2pzeSAQhCHM704jHbt20oBU7N9yoCgQcd5X+VZNRUSUDgyqC4Bdcgu4TYwyyc6QCFU4JZy+8m8nus74prRZbqMyd1m+jqk2olHEgmV4Ycv+eHbzEEi446ZTssq/vZlqLRBpUvdvCIlgMEX3b1VBIOhpYNbQ+ts5GY9DC7rPXXG83JepViJmAG2PxTQz1eXm6aY0cNMTMtUtLf+Opw6q7YSnPU81g+rmk9Gok/JXgqHES33nBvXoDNhZaE9XfHvaJCF1qKonU60ZznRagCdTHXDfY+/1fRhR1b0OtZKuuRlpNegZVuU2YwwpESeoTsfHxfC8F1RFRUgNuzNUsFEZ5UhcN6Dl8ewd1L4xqM5zUrrTWgGAvnt3A9dOw/oMw2n5LRThdCD2jm91I8nCbVjmTqmVPKY6/zLVcdQWdXHOx0IdGg6QNR26EoAh3MZmuhpxgrCUt/EMOQgFrQ7jQnEDC1Vxun9DKJBa5g8u5YwWRzxQ4pxdse8Sf1DtZOytA14SQNgKqhsosXfv36oyiFSYf+M1LdqLtysY6jzvDcD9HAQVe0w1GFQ3k15V5YbORYlBtYfUUBwsgl3+7d1X1ZxqDgMBX/m3hFHjHkixg2rpCarf7PEaXuz/F3N5AQ7vSTfzd9UKqgMqpNMA1D1wGA5GnAZxRhp+Uw3PUABFVRFRQ2CjMsolKSVOunM1xt66EtE8PjBO7ReD6jyn79oFWed2/810UO2bT1NNaA5lsfex3Fi/8Ha67AP93keu5OnOp4zFoHlKjatKejjTZqW8vq5B95R+A2amGg0Fwp650cOhsLPMnsNVURQEAm6QbuRpUC2lhNA0xINmUF1etBYbu77ja1YlrNLRutJD8G3Xg83ubk6mugnPS2KmGgDitc3fVqsrfF1RZ99yu1m1GrSHjjBT3Vxmd25rTLWaOMmH57mUcRQHi5zu395REXbRgpA6AooA4Gazjag7fMP+jHnLv6UQMMBsUtp4flcDajAhqDZPhwMRd37wdDQq83xHR9QwwgF3SAkz1ZQLu2s1fLxtN774oQZvb96Z680hSsKgOs/pP/zgO29kIVNt/8gLVUUgZVCdmLEuPKkblfkvyxcyGnWCPACoLunRSPm3Di3gD6p1NQKpNaH8WwEiIXfnz86iqaqKgHcYRKwJDbnaI2t4R9wq/w4FvgUAKJ6vesUKfoxgN3w05JfYKYrdTHWTGpXZ3b8rPOttfgm4k6mup1FZUAk5CziGs3n0qirnC6XhRmUaigJFsANm6flYulnrhEZlOiCjMRhCxSf7TcGe8n3M5QF/8O7GddzNaC1zTLWVqQ4GnSNP3qA6EAgB9rj3NPy2Gp7v6EiwKCFTTZR9P1S7B/PWfbkrdxtCVA/+2uU5ffeeBs+nf4XuEXWhKAljqhlM29wx1d7ybyvYybMEj4zFoHmmY4kHyxot/04MqjW14Uy1t/w7EkwOqs1MtSeobiBAb8/sngmaVf6tqubn3Vf+ndC46tWicuh6CHU7A8549noZhpvNDhQBdgVCC4JqO9tZF6rwLXfGVDfSYIvqp+9xy78brICRcUS8QbUnZnK+h6QOIYTTqAy6ORXatu7D8XXPnzrXt4cVOHetuOU4PCjSSobufMcF1AAQSM5UB4MhSGE3EkvHlFreoDqCgKLC6cXPObUoB3ZUu0PAPtte3cA1iXKDey15ztjjz0zruyszuj5vplpRFQS9QXXCVFrCqf8uvCDb3sn0JpGcJjDZ35yMkvGYb4yvWcrdQPm3piVnqgPhhgNxO2hUgEjYU6ZoB9WqYmZ47PvL1/JvO1MdMDPVimIGu96DN0rA/3n7NBjApj88iE3Pd0PNN42sQPd0bQ+EgJDVEK0l02ppGnQl5HtvAG4mXShukCbz7UhThpmNxJKfR5P3G0ZDsSeo9s5v7MZN9vWteat1s3t/bVFX370qoSBSYfl+63kz1WogCKl6epXY5d/BMIRiZarTsGvnzVQXh4oRVj0HJXW+npR93qC6Kpqfv+HUvjGoznP6Hn8HVmNPNjLVdsdl1RnH6swXDHcqrUJOWNu7JL5gJ1/Lv2NxX/m3Oed0w92/7THYccUM4jQ14pQ2p+bJVIe9mWrz/acGVAQ9Y6rzNUhzM9Xmc6Ao5lhnb/m3GvB/7e8dMxDfbo5P27M1cfxtgpod5l8lAITKAPt1bUn5t64jGipPWq5aHwTFu50cw/n/2XvveEuu8kp07Uon3dy3k9RqSSgihJAIBhGMn8HGCRgPeHC2scHPnvE44IgDxhEzvDHGYzzG2CJnG4MxJlnkKCQhlFOr1TncfO9JFfbe748dq07VCTe0bp97vt9P6hMq3VNVu/b61vrWN1C0V9egQHXJLz6nPCv/Zhao1uOQuFc0U80IWDtEWEqfO9diqqfXfgluc6+1o9H521Aw81x1XReOktpbRmWBzVRvBqhWYyRnqAVj8F3DVA/bM2oU50fYoLoRjozKRrH9YgSqhzw6mOqVLa6pptS01PJceK5qY0QMP+IoUK2y7Vt6SNsyWB5TrQD2kM1XOKUpUN2zPVZCRV9qAE1fJIGoWwLvUu9rSg4I/KATVDvEhW/XVA9pS44sqCYKVFvybzfTT9iegBOHda8/qIsabdT2CKdBXyoK1gOq4wTUMj/Sx6dA9YipXne0V1Z1XW2pQ0afNiqr+RX9mS3TZlmmmltMdbuJVmVPaqu2EeDpU5eivPhU+W7EVG80BFMtzqfv+4BMYDCrw0EpCEA0qN6EmupYgRaKWjAuVWdi+3SU5BrFYxALKaZ6OEu4RnF+xwhUD3l01lRvrfzbZqod19XshfgsW1Od/XfnRF5N9dAy1Rk5t6iP7uX+LUB16Amwxh2vaxssDQwdgpIf2NpVAIDnOShZRkpdmfLzODSodhWols7/dj/0DMhyEktF4vDuZmX1s+LfMQmoApksCdfRk5gm+jgjC+gp+XfKYGs0iR8o4hUz7jtusfybI0bVr0IbXFm3jR6j5PKKqSbMAW81deJGhW/dX09/3IwpySAjUL3R4JxbLbUCA6odk8gIfF/P6DaDqeZWS7Vxfwwl14dmqkf34ygeg1hpmTnACFSPYjvGCFQPebB6GlTb/UW3IrI11Z6v5N+d7t/E2bkPZu3+nfpUvBu2X4Vb4AnoR/5NO0A1Iy7QzVxMMdUECFw/bWMMwHU9BK6nPx96UC2TGCRH/p2tqS41rccAJz1AtWSqx6S0V7XVai8PfqyJSZ40rLHAlf2zCbGSICNQNlBEq3VzTzjFj3mOBFW/Cq6Z6k75N8+AajCAha3UPQ0IoywVr3/Jdfjea/fL9TEC1RsMZilrPM/XyWplxAgAJa8EKKaadJ/asVar5z1FqZF/jwVj2h9FfNS/cmTpQx/C4jveMbqHR7HhiK37oDEC1aPYhjEC1UMeiqkmFTHJ5u2w2+KbsEPj/u26nnAqRQZUK3n4Dr781PzC2QFMNRKakvlSr9zVZVrIv8UEXYFqEAe0gN3mnFtGZQSB6xkAIMPzXHiOp6k4OqRyYgWqmQSrefLvLFNdahsmk8Wke6/qLFOtQHVr8J6h3Lou6sQC1VxK9i2m2nYiHkXviOtGOeBkAVZqeBHyb5Ij/za9iDNGZZyAt1s6IaIisIzKLpiq4NoDqo85GbpE4bkOmxn2/ACuMipLgWofxFGJ2eJn69pnP4sHnvwULN50U9d90kSZnklQ7VhMdZ8nlDUaOP2Hr8GZ1/0l6rd+s7+VRjGKgrDLDkZM9Si2Y+xcVLNDQhmTebOzAAAetrd0f9wC1TZTjVz375H8O69P9bBhak5pitVK3HLXPtW2/DtyW+bzIhxsgWriEAGeM6Da9bwU2B72mmoNeIi437u5fwcWqKYxAboB2MYmgmrLkG7GmdefezVRN+faDOsIVA8U1ALVpIO1tIAzEaCaq/slxVTL9RVTTYz8m7XaHaC6ZDHVYnmr3GfYBrVzHDwx45UflODIe4NZao7A9wCt+Cie2p189e8BnOPsG/4/sFarcDmaGPn3mF+F67imvL5PVB0dP65ff/O9f93XOqMYRVHYoHqtneD3//UuJEP6LB/F+RkjUD3kwdpiUu3OTMv355KpduF5iql2O4zKUi5dOyyMUZnNVEuWYdgmoEnakEoYlXUBSQkFc5T820z6WBG7zLlVUw14xOtA4L7rI/AM2B5mppoRB1zWWhJX3P9ppjoDqmPzHYsdgHZhqkNZTlKeFP9uAFQjSUBlsuUG937ceu3v4H3X/xn8kgRvI6OydQermx6uJDPO2u8YElT9ipEN298qANUh/3aQRImWl6uolNIgWxnNjeTfGw9mjZe+FwiAC4BZba5KgcVUF8i/WbMJtmJ8VcKHDxXv06qprvglMa5qprq/+zE+dky/PvLIHX2tM4pRFEVWxfeebxzFp+458xgdzShG0RkjUD3kwRWonphMvd+y/XFutf7wUnV2dlstwMjAdyRTnfPZkJp/gyXpmmrmllI9ULPBk1gzmFr+jS6m1BmmWkw4M/Jv30Vgyb+77f98Dh7HGqgCxqisW0stL7bl3073mmoFqkvj4t8Nyr+V2ZVPWmgHK1ipzMGVQCElUx+B6oGCNsw4nz3f6UhQ9gMYBN3JVJsRSSY7OEEUdp6PcpCusTa13COmeqNhd0sIyiW4WUd3zhB4PtQjliNrTiciPnUq9T6Zmyvcp66pBkXZK8lxdTCjstaRw/r1rqTT6X8Uoxgkkpz+6M1oJAMfxfaJEage8mBRiFZpBvc3dyH2qpq53rLgsOTfbgZUKzOptAx8R7fUsu5A9XsMm7MqZenaP/FZ8UnncaRrqiPXXK+Fv4sFqh2SL//2vDRTnXQDjudzMKaBqosQnMg6WEsRkZ2QexZTTXvVVIeyJZ/qUbwhUG2Y6sBpgcrkmi+vFWIl22iXGvxRdAaV9YYcFH4pfe9xW/4NhqpXhmmpZS+YrqlW7ZoIdxDnnI5KBlQ7I1C9aaGVPZwh8ErwvE5Hd99xrd88f2oXnzyZet8dVJtkSuD6clzNuU66RPOEYaprzVFibBQbC5pz4VUDL2fJUYzisYnR1Tjkwdsh7r72lVgbP4j5aw7gxvZnt3qPGuB4vi/af6hvNJsoJgSdtX47J/KNyobT/TvhnaxJQrtkUpJI12v6JRecxyDEB8vJUgNIgWo4Dlzidsq/PR+Baz5P8lDBEASnzAKqbZ1aSMm/MzXVvi3/TnrUVBcx1c3FwQ/Wqp33SQuJPCxPgmq7TzUb1c0NFCyS17nT7jCms88+JwwV34duqWUz1SrxpcC0qqnmDvK621X9Suq940nFCMEIVG8wzPXPEPhlbVSmg1P4rmeY6oJna3wyzVTHx4+Bc55KumX3ycHgO76Uf6sv+6ypXl3Wr0utLsm6UYyij8hLrLfj4VSdjeL8jJ2LanZI8HYLa+MHAQBLM48HC7e4ptoCOJ7rISjlyL/V81tffTuPqlZ10/Zfrl4PGVGNRLo5J6QNBulO3QUjCQmzAFuVSglqwl/kis4B0z7IVUx1+kHr+b5oqaWY6mEFaZxZQLUJPnkRgO5MNbGTHpz0V1MdjIl/x2VrrZO3A8tHBzvUxBjYBcQw1apjgGPJONiwKgu2KHgs7pXIaYH4tey3+hUDQ9mz5N95Y7F2LJNjFnMQJ51Th2qmb7ULVVNNhq+jwTkOXa6imOqO3uMMJc/TPiVF7t/xqTRTvfDWf8TpP/mT3GW5BeT9DFPdb+Y3XlvVrytNNnx+IaM4p5HkTI6aI1A9im0UI1A95BFn5N5JuMXZYqtPtet5CALLEVYBH/V2B19+2qM1p6XWsE08Yi5AUuKEoET2Ue4i/0YSawOeaqUMBZBZ0TqM6YQNUUx1Rv4dBCUErq/Nluiw9qlmTPeoDkgLTCpF0n2q0/edzWpxhh411dJVWjHVM5eZ7/7PU4Co0blO0bEmiT7PHgmhxAueJ5IwrsVUD+v52qpgXJzTyG0BXpD51nb/ZgjcwBiV5dVUa6baOEvHNAdUZ2uqVfKGOOB9GluNIj9YIu5JAobAC3Lk30KiTVxVUpVfU82l27czPq4/W37f+3OXNfJvDt/xU/cj6xNV0/qafl2NgLXmcl/rjWIUeaGSc//1yRfqz9rR6Nkwiu0TOxfV7JBo0fREJ4y39pRzC+B4no+S53csk62p3olMtZYxpVpqKffvx+CAtjConODHTggmQXXPmmpHAIFapQJw8dDs3lJLtWlz82uqfR++Lf8eVqaasZSkmnvitS3/djPybwWqOaTkt2tNdVb+PWW+oxFw70f7P1aagEqXcodEOCLb7/nyM1iM+kj+3X/wOAaD+A1Dv9XZp9peljCZhMphqjNGZaam2kXCxDaXSg/hS5d+CB97/Jtz5N92smZ0/jYSifIU4AyB63Uw1UR+rhMZBVM71crQm5npuU91zjgYAieARzxTj9/nQ4rVG1icugpfvvHPcXb3DVieP957pVGMoiBUS60nH5zGy54qVFjNEagexTaKEage8ohYGtRGdGvL6HkSa0ba8wJhOsTTg552hc06mO6gUJjaZqqN+/dwoWoqZaDUiS2mustEP0nAXHHdjlfGAIgJZXf3b8lUe/k11YEXwHMIdEutIQVpiS2pdlqaCU7Jv7Nu0MTBoUtfhK/e+GdoeZNAkSkYo0AsmOjTb7oJh37wh1D/ylfSywxgWMaTBEwC6PdNWu2YZO2mazPofDRx6jdYo4HEqwIAWn4rZfjWGaqetpv7twh1Ogh3dKIscSLcs+/LODH1IMaDNKiG5UBNR/L9DYUx6qMouR58L/scZ/BdVycyimqquWS83amp9No5BqamJ3Cn/LvfxC9rNHHH9b+CqDSFQ5e+EM2lYmO0UYyiV6hr0nMIxsviHmgOqT/KKM7P2LmoZodExNOgOuSdzPFmRqr1h5LcdkyIifV/aJZxJ4Xp/WpCTX6HraZagerEicAcyVR3sXznSawZzFqlCq7k30W/C+e6v67jOBIkpEFzKQjg7ABQHUWx7gkeEAOqU/Jvt5OpPnLxCxCWpnF619OL5d+hkXIufeCfER06hLm/fhPwc58yywwAnnhCdfLktqoNoE2fe7PZIbsptjBovaFLAEKvnQOqrd9SSbp1n2pzHsx6cqxyjPu3AtWUmPNdyzLVdmuDUU5kQxFp4MAReF6O/FuAbWKB6rwyIi4d5tzp6dTnyfx857JMXRNS/k1ckAFrqlnbjLNe0ka4ttJl6VGMonsoUO04BNVA3AOtEVM9im0UI1A9xME5R0xKqc8Sp2zac2xBqNovQJpDeV4Ha+ho+feWHca2j3z37/R3wxCcc1DJPCauYaq7gWokMZiUf49XatBAuAAHc25qCB0JxEgGVPsSXKoflw6pHDWKqe7xLeTfnUz1+HQJDWIuslZlt37tJGGx/FvWS3NiEnPJmTPAwWcAN/yU+GAQUE0TfZ4Tx+xzsipYVtc1bBwdMdV9B2vUNaiO3Faus7MOkh1sivtUq80QuFaizJy3Wrallm+uEzY6fxuKRBuVUZS8HKaaM5Q8Xzu9c+ICec95uZ0OUJ3TWovZTLUjmGpdZd2v/Du2kviEIKyPQPUo1h+qzN8lBBXZSmsk/x7FdooRqB7i4HGMxEs7v8Z+DXwLe1XbTLXvByi5nfWtCj2mmIwdFtpQN1VTLf4dKqdcSi3gFIEqpprlG+kAwulWMaxj1RoUzVUMhE1NtSOBWFYuHMh+6UT3qR5OUB3H1LTUIk1QV9Usm3tt33QV5RcfAIvERHp1/GL9HXVKxcBYfs65mdAni6KVVtJiWD1WBo+i/g82MTXV1AJnu8aqHcdsJ+tG0T1Yva7r6iO3B1PtpD8rco0GjPwbcEG5Kukw56USpA3RXMfsd3T+NhaJBsjCkCzo8CphKLnGTIwTJzc7WyT/poudLfEUcFYttcS2+5d/c8bAuEm0xH4NcWO1yxqjGEX3UHMAzx0x1aPYnrFzUc0OCB6GiL20JC/2alvaVksZoQBAEAQIPB8kw1Sr/tREO5TuPMpaAWeS06d6mIJTqutmEyfWzBbtMvTYeHeiMg4ua6qTPmqqHS+HqebM6rEqzXeGVP4dRzESKf/2nRb+YvUuAJ3M0q9831Ugsr1Zo7rXrO/VutRUd4JqJAlovY4jb74FJ74yg6Uv3tf3sfIkfW2o8CQT7tjy7yFNgmxF2KA6caOuTLU2H0u3pBaRcf82ZQMOGOlkqoOMR4bjmOtkdP42FtRy//ZdF0GO+7fvenB8q6Z6AFCdV1NtzDRFTbU2EAT6cnNnzSZif0y/j/0xJPV6z/VGMYqi0PJvQlCRoLoZjRJ2o9g+MQLVQxy83daGNSpivwa+haCaWqC6FAQIcpyYMZJ/Wy21zGeaqR6iomoeJ6CSdY5dw1SzLkOP7Qw+URuDYqqTIsk4Y8b920uDZxWem/6cDpMawIooMUw1dcxE+WzzbM7S4jdoVffoT2KvBl7Up5qrfuHpCX184iSiOSENb9x3smO1oqBxrGuqbXBG5bm0mc5hM+/byqD1unbPj52ou1GZKjnRNdX2b56uqXYsozIGVdJhKZOyoNpKiozcvzcWmqnmDA5BZ1kVZ3CIo2utOXELaqolqJ6cSH8edipM8mqq+y6mhgDVkW9ad1G3hGit2ff6oxhFNtQw4lo11SP59yi2U4xA9RAHCyPEElTHjgDS1C3pB+tWhL3twPPhu16HUZkB0zsXVRum2nymW2o9Fge0VUGNw3PsxkikXFRNyvMikaCNg6ESlGFqqgt+Gc61NtV380A1l8610BPRISWqEUeJdv+GY5JnEcuTZYvf0068JV4ViAuSbky1NkuD6uZtt+rX5Qsn+z7WJI5z5d9lXxy/zbCyUZ/qvmP13z4G1pWp7pR/m0WsKQFPg2rTrskFk/cTJwnap1+I5tGfSyVBgLTRHOdd2rSNomcYY0UGQojoLZ56UjB4jgdXysKLmGooxttPy8dP/d7v4eTv/X56nzoRwnVNtYq+cpJJgthPl59FjRGrOIr1h0qGuw5BSSaQwkIJ2yhGce5jBKrXG/d/HHjLc4G5Bx7rIykMHrZBpfy76YtaJub44FvYgkDXznGKINOGQwWRdV+G+th54FqxCKmWWvLfYaqp5pQaptqJkTgC3HVjqhlTzsIxKl4Fhqku2IfdUktN5DPyRFVrqK7FYZWjUmrq0RMLVNejPNll5w8a+1XwIlDNDaimjofTe5+GMJhA8xu3dN1mUcTtGFzLvyM8IQzxF3Pz2F8RzLlDHMOOD2sWZJMjfOQw6l/4gr7nEifsylTrNlld+lQrlYDjqa4Nrk6UMcIQLz0LtHFlx7YdYsn3R+dvQ5Go30/eD4HjZTzmRL9x17NqqnPGOJX0Jh0tuYCVD38YrNEwy2qmWsi/xRjKUt91C54kKfk3ACRro+TKKNYfibzuXELgy3KUeDS2jGIbxQhUrzfe/+PAqTuAf3/VY30khcHDUDNBbV88LKkb6LYaW7JPWY9JOEXgerJncD5TbTOz/bqJDktoozLrMwWwh+mnsHsRU9fUVDPiFZ5z5SzMJKgmyqisj5ZaXo78m3AmpYsGPAzr9cYp0/d85Jr7vBE3OpfNA9VetdhsTNZUM+7i7if8Au59/M/i0KUvQvO228w2B1DBhLE5R4kT4xXLq3hhvQnIBIidcOKFJ38UdiTzwnzOLrnoWlOt2OWcllp6dJL/KOaZcAOqqVM8oXVH8u9NCyZVImosDNxssprCIQ5cTykIutdUw/Uw9bKXdXzfvs94IqjkLifCk8L4UgCsj5pqniTa30FF0hrAyHAUo8iEKo1zHYJAto+LRkz1KLZRjED1RiPcvi0ieBTpmsXQE7VMzPG1BGwrgiaqlykToNrKbqtQUzyyg92/tQeMzVTrllpDBCAo1fWdjFig2vFzmRQASKCchSOU3BIUU81YAThgTDPVbp5RGWBJFyVTPUQ/sR2MGfOv0HJmrsedTHXer8kcv7jlnpJ/UwcLu54AADi9/0ZQu8dt0r9MO7ZANXMSPK0tGXJlOgcCc75GstG+Ql7Y1JHy79ya6hz3b23tbfULz9ZUuzZTLe+nLqDaHt9ZkfndKPoKI/8W56IDVHMhC/cDI//Orammhqne/8evxdSPvDT1ffuee8yyen0OQkhKdcb6UKTwONHXof6sPQJAo1h/2H2qlTHiiKkexXaKnYtqNitKE72XeYxCsIQC0LQ9yVQ7wZbWVCfWw7/k+TK7nelT7diTZgAgw0XP9hE8p6ZaMXPDBPh4kujEjgOmjY2oWwzeVL01JTHKXtm0wSqSsXJjVObrVjPpmmqXpOuAh0libwenzCTSLKY6zuk9ncdUc8crTrrpevT0b5kyjB5gbIkjxY5STLs+JlWSRQI2xyEgii0bMZ19BWuJ5KnNVAdukFnKnDHFVBOtJbaSfJk+1a6vElaOTty4gVj+2gs7n4OOVWNNRzXxGwpTriL+9TuYatlqSNdUu/mS+1jVVIt7jJTT3UGiI0fNFvXmxXbsMbSf8hmexLoURa8XDue4O4pzEwpUeyOmehTbNIrdgkZRHLHVfqI0XrzcYxzc6gOrmWp3a0G1dv/mHCVPMNWdUEjpCR3zfkhBTlGoCYuT01JrmJyp7cQOAdNGZZy4ArwF2Qk/QC1Qbcu/WZH7N2WaaXPd/CEtW1M9rCCNW8qAttu9zINYk/JKlaDV5GDELR4fpPw7ZumJeOLV4CciaccHmOAkiQLVEaZTXQpsvwHJjI3YiL6Cy9ZIClQTl6Ga6QBhh2af84zKzFbFN7q0wsi/HQ+467Xfi7Lf2Xfec0Y11ZsVNFP+UPYCEG6nxSSotpjqPOBr5N8ysV1Kj7/R8WNm2SyoTvWp7uMZlZjOD2YHO88/ZRSbF9TyolHdBqJRadAotlGMmOr1xNop89rZvnkJHpt6Vibb69AtNiqLNSPBEbieMBvKMmLyubqD1d/QjrrWJ56c4A5TSy0h/5bsMaHiPwhQXQRsqbynqJPI3qiSIS0Yrhiz2/qkZd7iJbfqAZV8cTiDM6bv+Zbb/a+0p+S1CTH55cQBjwvAuJR/RzRdJ9mq7DLbHICRNKA6xpTVegeJkIE7xJIPD2kSZLODNVsAoPtUV8t+Z021BYgcVzuVia/slloqiSX/8bRjtJF/E49gvOx3tNMCjCIJACgbyb83EqYvtDQq60geSgbbt+5j1nkvaqOyj/y/wB3vA8kkNePjJ6x9Gvm3tQW5t/6MytR1qD+jncmXUYyi38ivqR6pYEaxfWJHw5p1R8OqIQxXH7vj6BFCfiUNZYisZd1io7JEb5ujpLLUmay2I9E0gTWh22GT5jymWrWkSYYIVHNK9TUIAl2DyRRTnROUSLbFiUEIASGKqS4YrizTHE+ZI1nWuAQ8BdAyqwxVMMY14LmzaibeT9v3tI5lXetHqEwJoMwdr5iploaDMUuD6jCYMosMMMFREySGBNOBJR+WfbKJzVTvsPFhvcFaLTDiaFf18UoxSw0YUK2Ad55TuLqTvCCHqc4B0yrSNdXDM6Y9FpFNtAZegfzbt+XfnfcxpwmWpq7A+9pvwD3v/RcQL9Nz/tgx0BXhE6OVQSSH8e7jdPLYgGqCZfl3+F3WGMVODU4pWKvVc7nEBtW6pno0toxi+8QIVK8nWkvmdbj22B1Hj+BxpKWgsQQmdIuNymLJSBDJVMsjSS8kAY6adPEdKP/W7t/WHNaToLqwH/N5GDxJwCRLTBwCIido3HGLa6rl8txR15Jkqgvk37YztC8n++l2M3ZNtZIvDidI45Rquf3Xy+JvvKB2Ad74XW/sWNa3kmuVSQGUu8u/JaimafYpsnwlBmGqFZHGSYLJ0gRw9Q8B+54I7H8SAAnwNFk2nOdrs4O1mvr8A8DUWHfPDw2K9UzAnhKo5KecyCpWk9jy7+IphA242Yip3lAoDwh1Lkquj1RtvLw/XFkrDeKA5SnS4gQPXPEyRBjD51f/OxJ7LgOAxzGWPvhB8TqPqVYeB308rzlN9PzDwZpcbwSqR9EZp37/D/DAdzwd4eHDXZejeUz1qLRkFNsoRqB6PdFeNq+3CFRzzjde99lu6slPW4IZtsVGZbYhjVcgjSeaqbZ7og4PkOwnWI5RmWGqh+ghkSTgUgZKiGtAdRfwxqT7N5GsdtqDOG8Fi6nWEtWMOkIz1UPu/k2Z/r2V0/pN33cTJkuTHcv61ALVNSUbdUWNev7GAQAxS0tGw8Da9gA11Yq95KCYLk0BP/oe4P/9EiCTcYQQ0wItR8o6is7grZZmBxkYdo3tyltKv3JsXwsI2XDHYsoCQwE2OFoN4XrFcl5nVFO9acEyADdwvcwzU37umYRX3m+eJBTN2n79frVpHkCVpz5FLHP6jNyi+i5t+ij+P1hNNSESVKPTQ2MUOzuiI0ew8pGPAHGM+mc/13VZdR+4xDDVlPGhIiJGcX7HCFSvJ1rL5nV7a+Tfx37xF/HIC18EVtQzto9g7aZ234zVAORudU21fABz3gFkVGipYarWb2cNiswy3FAxlEw1pbrdlUNcOI7qfeoWJlKYYpUVqFY9dAt+Fs7tRI6Sf6eW0NeiAejD8xvboVraAQJU/8iVP4ILxy7MXdaPzdhSHleS+y5MtZJ/8zRTHVqAnQ8AnrT8m1BMlqbEhwU9lYcpz7SVwZotDWQSN8J0bTZnKeval88FMw7Zv78E2nJ5TzLV3DFMte8Ve4rYYxsbuX9vKLLMsO9mGV95jizDOJbjjdAgY+n3a0Zy6++/QKwnZbi5461u+9j7mFkc6wQPJ015lCNQPYp0tO6+W79WpQdFYcu/fUslM2qrNYrtEiNQvZ5Iyb83H1RzStH4whcRHTqE1m23rXs7iVWjolw+ueODbiGoprqOi1ugOQOqJXhUtdUgzvBShz0izVSL3yMZohohW/7tOR4cooCUW4iUjFxcJh7U50U7sdjR3JIDbq5FDaaLnMTP87B/UurEuGL6isJl/cSA6sqYVYsZGwAU0xiNuCE3Lj5PWBpUuzd+N/b8+PPE+oPIv5liRynGcph0EaqmegTK+glmMdWxE6Lmj3VfQZojmvIIu79x2qjML0sGnLg68aX6IucFca2WWnx0/jYSpqZatRTydFkMAF3v4ltu2zRnfG246fusuTCnX/t794h9NRUAzqmp5t0TnHYkbXMtUgjzQU5K3VYZxQ4Mtmrm0PGJE12WzBiVWeUl4ait1ii2SYxA9XrCln8nbVMcuElBrUGG1uvr3k7SNpNmt2QeZkm4hUZllvt3cUim2jKy4UPrx5wfO4WpBqVgqi+562tQzZ1iplox20ro0Ev+zXrKvztf99US5jwMPRTxGCDAZFAEVoGVcVNv+/n5m/VrKkH10of+Ge941ffjez74fJyon9BMdZKRf7cSH+602NZATLVMbDBQVIOi2t/hroHf7GCtpq5jTZwIVb+7UZlKcKqEHicOEln/zDN3nl82JQLqHjV94TvDsfoa8yFKFD4WYZKBSv7qZhcAkD4feSUTTW8m9f4O/2U4fPH3AQC8PXsBmF7nJv9onTt9SfQ+n+Hakh7EQ132M2KqR5EOm52Ojx/vvqy6/h3At5J2I6Z6FNslRqB6PZEx90Dc3NTNM2uQofPzXZbsHjQU2WFwikrZTK6TcOtYgzyXXpIBzJqhdoaTLewn8uYkzjC6fycUXDLPvlfSrck5cQvnZYqpdtx03XnhPM4CXIEyKitYlAyp7FsFtUE1gIlSEVgFHj3wOP36I8f/Rb9mMQPnHKf/8A/xrE+dwGUPrOJDD3zI9KmGSNDVPNGmr7kSgqhWPoPUVOtJe4JKEVM9gDHSKFRNtSr5iXJ7VNv3ANHyb8NUt6hQOGkspVpqlZWU19F1+0FQzDwSa3xnI6Z6Y6FuK3UunPyaapupthUnKiK3BgAoO8YL5vClLxTbnBX191y2ZetWU93PXd5umnmRSu9zjIzKRpEOumIx1WfOdF+WKlDtgFh11dGIqR7FNokRqF5P2DXVABA1NnXzqczdqdPr3k4SKXvdCBPVWT3RDlvtDR1ft2BcmUv1ngTbRmWDyEaHIfJaag0jU82pMSrz3ECbsTHiFjo6a/m3qyzS5bYKoLJt6OfnMNV51+KwYjTO1G8kprEThQwwQH0zwW35RhFDE4CtmUn3E45wfOvstyz5t5i4j/liH621GMwNEHtV8AGuXSNopaiW80G1ntaPJk19BWuHYFJyW8RU22dIq0E060PQTtr6NWAqJTzFVDuevkfLQbq9mh2EEH2Pj2qqNxbculsAxVTbDLJlYKaWzPnNmZzyVf1OIoBUxbXCNBjOGW8HGDfDtknqx+o55/igo1KOUVhBV818N1lY6JpApZZRGWDY6hFTPYrtEiNQvZ7IOn5vIahOzmwCqEaMmdpuLd+M2uuXlPcKbhmVWZ+mlnFkL2HbHXbDTufnWagHR5779zCBajCu6y9d39dsPCdOLrLlnBu3cO05pijN/F3YMsegw8Ans2yPbZ3vYRy1JVPdBVT71Az/a6UFDYBowpAsLOjvnvYgx0p7WX+fSLOhaimBIyc1n7z/ifjSs16PudLlfR+ryqkwQouZan2+dtb4sN7gUZQyKuvNVCuwo64FR4NqlcRSy/uVil5PGWCWyuazjv1YTuKjPuMbDJ5+QTKGfkSOpb5nMdU54FV1Vgj8tAEqB+AoUK2NyvL6VEsZdx9ZySRSoDpBqNokEh+tpHc/4lHsnEiZk8VxSqnZsaycG6nhSrfVGiVdR7FNYgSq1xNRBpRusvzbHmTo6vpbdhmmOsFUbQaAeB+2t46pzq99zDcqs+XfOw9Ui3/zmOphkn+DM3DZfscLSvpv5E6BURnnWi4OF/iTj92LVo6MMbWKlaX2CozKrDed3w9RaPMvLqTa3eTflciS5zoUanygCQNdXNTfXbAEjB1f1PJvyuX5dIHqpJjELzZqAHGwElzQ97FyzYRSVPxa4VLi7xnO87XZwcMQ1DFGZb1qqpEB1QQEbZpmqlUE1U4AXfK7yL8JoO+zEZO0sci5/NNGZeIf2xU821KLc65bps1nEuuzf/QncCoZUK133VlT3ZdRme5cQtHWoDqwrq9RjAJglvwbQCqhmw0Fqj05XvlK/j0aX0axTWIEqtcTWWY6KgbVS+9/Pw694Puw8rF/73vzdNmAatZYPwuuaqo4EuweHwcgJ8UbaNPVK8zkt5ipzjcq21lhjMrMZ4apHp4HBKcUTE7k/KCsH4aipjrnrDOmjc1iznDTVw5bPVqL5N9mO6qmMGWuk5KCy0+G1P3b/KTi3h8PxguXLYXp90RJdWPeMbEpza2BS2d/CmU856A2mQZVnPX/SFGgmoH2BH8jprO/6IepTt0PyuTAMzXVhfLvSqfUu1otPm8OIZpBHdVUbyx4zqu8Jew+1TTbGo9SLdsPnfT5CJ7+dDgyacK1/FvVBhQlKLtHolt6Ufg1sW3m+mi2tk4pN4rzL7JttJK5Yh8hJf8eMdWj2K4xAtXriSwznWWurTj92j9GdOQIlt7znr43bw8yrLl+FjxOFKim2D02puXfSbR17t+5oDrzICYWK6IX2WGZxk6YB3ju8DHVnHJw1dPWAtWsqE81Y3ri1860kSl0/7YeqK4ECSlM3TXBM1yhEgycMNTcMnynWA6/Nimut6WyNIeR7DalPMVUA8DYWow2EyicSaba9UgnqB7gkaJOPycJKl6BjHhkVDZQsCg0RmVOiIpfLM8GAEf1enUtUB1Lea6W/4p/vFIOqC4Xt+xSTewAYzA0inUG73iRO356tht7lqlOEnA5/sYkPQdoLa3BkfL+zpZaOeeuj/uRWko5vyaSL9QJ0Gwu91x3FDsn1PVGApkMXMgH1YxxfdmpmmplVBaPxpdRbJMYger1hALRVeGWWST/tiXN4eHDfW8+Bao3wFTHOlOcYM/YGIy8c+v6VGf7aeaFkjy7Vp/BndYyJ5+pFr/H+VBTzcIQq5/5DFgYdl2OW9daqVSB5xqmurimWoC2lrx/zHwyn102vdEBR65bZP+dbU0zbGFYe4ZaoaRaxKlLXHzlkg/jY0/4W/mJHB8YkGRA9XQdWJH9qlVdpus5Wv4NvYVMq58uoUyTGKHFoFrGIAZoOzl4FOPowe8FUOz+ncdUc0/dlwTtUD5zdGmKHKty6qcr5WKm2i773WnlPZsd+UmlzmShaxmVJUkaOPMk0a3QkszMr7WypmuqeRyLcZvngGrVErEf+XesxmUKf1wkX5jjI9xCT5dRnH/BpXLS2yP7pK/llzxS66JTyfkRUz2K7RYjUD1ocG7k3zUxCBTJv7lVu8xWVvpmW9jqCqjjI/YqoBsA1VGsekNS7BmrQU2azcNu8yN/8pT5u4kywLFB9c6aNKs/1554nk811Uvvfg9O/M9fwbFf/MWuy1ELdAflKjw1eS/qU82YNjZr6WupB1NtSUs14ZbTBgaw23MNp/xbOXRzMNT8YhYRABB4uGv/F9AMVsG5o5UsnDrgYbpEZKrOsSKThxRi4n58pYUvHknLxAdiqtW/hKLkFtXmKvnwaNLUT9T5GKj8LV3mFSQrOkE1UfJv4iBsy2eOBlUyCVrqPEfVcg/379H52+ToLv92LXM4ytLPeR7HWgWUZIY/2mpp929AsIdF3Ra6HUVqm9oLI0FlQoJq10fS2lwPmlGc36FAtTsh/D9YM9/IziYblPzb10z1aHwZxfaIdYHqN7/5zbjkkktQLpfx9Kc/Hbfcckvhsm9/+9tBCEn9V+7yIN72QSOAJaDcwxy5RuCCAvk3yxiC9dtzOlpaxq1P/i185ZmvQ6u5fgAcJ4rpo5iuBVA11XG0haBagcUCUANYD37XPLTpDss0cs1Um9/gfHL/Xvm48Ahofu3rXY1FmMWWlCtVeBL1MuLmJ2CYMTbT8m/9ExUw1YkFquW1lf4Fee7LYQyiWXuGWpd6agBwrAk4T8ahkm6MmYlOSxLR0w1glYrJMONivbtPr+KBU2lWQQHufkIBcIKkw824I86De2I7RMjSSoF8ptoE8ZS2WxlJORaTmGYqnWxPap6g4nd/liuSc8RUbzDy5N85z1jH8inpkNwzpjsr3LHvXvzbnjvMsmEbxPd1AoWHIbLnX3zRPcFph3mmM9TGhWqGExdRa+T+PQoTGlRPiQ4QrJ1/fTArCa/mSoqpDgecP7YffBBL73//aFwaxabHwKD6Ax/4AF71qlfhj/7oj3D77bfjSU96El7wghfg7NmzhetMTEzg1KlT+r8jR45s6KAf05As9WdXfhkfvPMncV/recXy78zDo3XfvX3torW4isbYhWCOj5XSBetmcU32jqLsueCaqd66gSRXxp2dL8sHt5MyKttZg5u23rLl3+T8Yartevj42LHC5ZiliiiXqnA9W/7duTynFEzJvzVW5ql/OtZhdk11D/kxyUjKhywcWRfNwXuaf7n2/UdrmqmmFqhekLh8osExFwuwpeTfCSFYctO/JFuH/DvdsicdKjk3MirrLxILVH/7ws+m3KDzQrU3hJKBw0HUzn+eEc9DqrUZp6h1cf+WCwHodKIexYCRA6rz0lCu1aaSxRlDUs6N/NtNcPKyt2GsJOYkcSQSW0T2rudxrJUKae/B7mOxHTRRCyUYnzAJvrg+YqpHYYLJMkVnQoDq7LxZhU02KFC93j7Vh1/0Ypx+7R9j9ROfGPh4RzGKbjEwqP6rv/orvPKVr8TLX/5yXHPNNfj7v/97VKtV3HTTTYXrEEKwb98+/d/evXs3dNCPaUhQ/WD7uQCA2xv/tVD+nWWqj33iX/vaRWvNPAxjf7xwkOkVSaKyylT2B5ageisnOGrg453ZbRVE9SG25d9s69jz7Riq9txm6Fz3/HD/5pwjshJj8eniXuraaZ4nqAZl+K5ixFzk9h6OQy3/jghJ12UWMNW6Hytn8DT7ak8+89B74SGf10GoMSfsBao9YibgZWcCRDHVnIBGIZamrsDDj/8znNj/TIy1gZOxaH2i2OiEAPf6FPfPEFxwgTJI6x9Uq/Y+ar9dlx3Jh/uKCALknq7dj7Bc1OXBujdkkkuNyZwQNFvK0yPT+rAjYUVR8QN0D1WDOzp/mx+dNdUERI+rPOO4zq3SGkbEdw1X/NtqCWCjzKJ4HIMoUG2fdlU+08/RMZPUn5wegepRdAZnDJCgWsu/W/kt11KgWhmVybKVQWqqudX9pn1vf0TXKEbRbwwEqqMowm233YbnP//5ZgOOg+c///n42te+VrhevV7HxRdfjIsuuggvfvGLcc8993TdTxiGWF1dTf23bSJqIG6Yn82Jo0KmOjs41O+9u69dhG0zeDSre9ZtVqaeaVw+QCH/ZVvolJjLqmfdQ53OllrbHEdueqhfJK9P9XYnddjKSuqajE91AdWKqeYUFb8E35eT96Ka6qSt5d8RIdhVK4Hkuc9aEVvyb9UDPaUmzu1TPaShbiTCe0p/HQsAV1xb/k2QhC186/pfA/Om8dDlL8WBBcD/5lHxvWKja4dAKsfxMdbEspc2MesndP016QKqldz0PFBvPNbBGUNCBKiOvDZ8p0iabdUmSqBMXNU+y8HDcw/IpdJGZbBaZImPKcr9gurtPqht8zA/e3f3b1HSIT7vSJ5zaPk3lfdcyxXjc7Ml/tVMdRQBsuc9dUl6I5nDKApVicJBMTM1BcIEmIkb5xBU0xj41O8DD33m3O1zFH0Hj015mDupQHX+9ZHHVAfrqKkOH35Yv7bnoKMYxWbEQFfU/Pw8KKUdTPPevXtxuoCtuuqqq3DTTTfhox/9KN797neDMYZnPvOZOH78eOF+Xve612FyclL/d9FFFw1ymFsbUQPtNTORcJIYSPIdkHmmNiRZXuq5ec45qOUi0i7Prh9Uq7kqMf2qAYAl5wJUF9exKnaWWNbX2az6sEdHuTDOnz7VWWfo+NTJwmXjxDjQV/0Anpy0MeLkTgp5HGoznZi42DNeMnV+BeZiXF/o3Kqp7gGkhxWj6Tkv60P+bX7PMX9S34OME4RWQpC5JSRuCd/xgRPivQTOrHICuw58DgDwrZMi8cnWw1R3kX/rZUdMZ8/gUYREGpO1vRZKTr6jun0XqZZaRCs8CB6cuye9pBqvLeMxEUnXlm3ioMQ/bIuMKOeacziyeh6Xkw0YnBSNa8qjwzG9wWnmmcqZVpIYplrMCdphBlTHMQhXzvA5x9HH6TSPMYqZsTIcCaqTZj4TuSVxz0eAr/0t8J6X9nfQo9iUaD/wIE695o/Qvv/+rsvZrLE72UP+bXVMIZqpFv9GA4Dq6NFH9etuhMAoRrGe2PI0zY033oif/umfxvXXX4/nPve5+PCHP4zdu3fjLW95S+E6r371q7GysqL/O9alZvOcR1THWjSr3/KEA0n+IJDI/nuqfUVQ795+CACSuTnErmmFE3uVdfeqZlx1ClVMtapPXNfm+opcUJ1BMKqWOmWUtMOYKG49IFSoNhHbvaaaZozJkrNzhcsm0kWacIqqX0Yg+6hy4uaf87it2ZQEDvZMlKDZrqLjkQ9Uwrlm/nv51nZztj2vwwLVNa97Sy3Pamk3GUxCGRkyCjTC9CCxNiYSm5xbNdVuAuoLQJOoxAcZwKhMTvBJN6Z6yFugbWakQLXfxO7aRM91HCmfVIwNJw7WGssIqTGqSuey7PNAe4JqVXrBtmhMe8m/vQQ/9K8/hLlm8Rg0FNHr5yN2OZH8zTMttezOCmV53k6XBMCNpc+Kln9HkT7x1MthqvsIhek5KHaNBSBcHE/c6j0P2rSonzGv3/rd526/Ozzm/uZvsPzBD+Lwf/nhrmZgNqh2+pR/28lgxVQPIv+ma8ZYOD51qu/1RjGKfmIgUD07OwvXdXHmzJnU52fOnMG+ffv62obv+7jhhhvwsCXByEapVMLExETqv20TSYh6PKPfRmQMiPMHgbAp2JtFWU5UbtGepmPtu+9GHJhWOIlX6dkLuCg65N9q0ryF7YR4bp/qLFUtQbVlqrJzW2qdf+7fyWJaccFWVwqWBOLE9Cqt+gECX/WRdvLNixLDVFMCyVSrL4uYatN6y82pqe56LQ5ZaIae9Gaq7dKDmfI0tOcCJ2i10+emWRPjO4sJqDY7oohRB8BAVQIvj6l+5AvAe18GLKeTo1r+7fSeEG3zW2JbBA/DFFM9VS5qqWbVVMtyDOIZUO1RYDVcRZapBpCRf7OeRmg6aNx7mQGjGTexFIqx6Ksnv7rp299OoY0te4xlDoz8u8Pcj3OdsKx5ojQgccT4nEQEjHHNVItWnuKaSIPqoj13hra6IBQTZR+OAtXNolr/wWL1k5/Cwtve3n0huzPLyds3Zb+j6B6cMTS+au5HurxcvKwC1b4PpyqSwKyHUZn93FIttQZhqlnddKzotyPPKEbRbwwEqoMgwFOe8hTcfPPN+jPGGG6++WbceOONfW2DUoq77roL+/fvH+xIt0skLbQTY7oRuuOFNSBhQ4DqeZkTcFlxY3sVrTvvROQbhinxquDR+iYkqvUN1/JKyVRv4QQ1t/Yry1TnyL93Wh9TJYfM7VO9hTXvmxF0UTDVitVIujw0EwWqeYKy7yOw2vLYrbBU8CQC00w1wZ7xssXm9zAqQ9pR3tpqXx8NRahEGlgfNdXm99xdnYEyOEoYEMbp37pRFaA6abmaqY7lhPxNP3EZ9s/KCZHjdibI3vki4MFPAp/4ndTHhqnudu+Paqr7DZupjrx2QY9qpK79LFMN4sBjwMqRL0Ldb6SQqU7g9VQmKKOyvv6EgWKhZRQzDy49uPk72E6hFSi95d962QzQ4JzrhGXNFWMDJeIePnl8Pz76xm/pMZ0uL+vkN/PsMbX/E8n0eM1Q8hyo7gJJe+OmpKzZxIlf+zWcff3rEXVTMq5mSpPYziozeywiPno0JeFOugBXBaod34dTEYmeIvm3yhF5NlPtrYeptkB1c32llaMYRVEMLP9+1atehbe+9a14xzvegfvuuw+/9Eu/hEajgZe//OUAgJ/+6Z/Gq1/9ar38n/zJn+DTn/40HnnkEdx+++34yZ/8SRw5cgSveMUrNu+vOJeRhGhZoDr2a2g8spi7aNRYw+r4QZy55HV49MCzxWeLxT19ASB84EEk1mQ48SopicwgwbOgWhmV8a1T/fdT+6jq92yjJLbT+lTLf+3WVOcPUy2u9+DSSwEAbLmYqU5iNYmhKPkuyiUbVOfJv0NtVMbgYO9ESU/qiybmzGKqlft3sWR1e/+2Gw/FGA9WU33Nrifo8hDKGEKaBkvNqvDRSFqOnpgnsh7zgt0NTI6V5H7d4vqSlQxTrUB1F6baMHPDft42HiyMkLhiYhq5bVT8AlBtld24sj+1AtWMuPAox8rJb+mxiVuKohRTDdq7v7hOimz++D7fNpP1h5eLlW9DGzkDIiHESO6zPiXM1FSP+yoJZgDuyYeWEQairpWurICrc5tjVNZXTbWeZ1B5XIIcoNHGQXXz1lvNfrp1R1nLyHvbxc+qUWxOZD1X6GL+/BgwoJoEAZyKGK+KzmcixxDH6WSqBzEqY3UDpPm5NM0bxY6I/gvgZLzsZS/D3NwcXvOa1+D06dO4/vrr8clPflKblx09ejTFFi0tLeGVr3wlTp8+jenpaTzlKU/BV7/6VVxzzTWb91ecy0jaCJlVq0gcLD7QxnjOolGzjnse/3JwdwKPXP5juOT4l7E2dxKVSy4t3Hx46BCS2sVmd14VcUGNSa/gHX1gpWHZFoLqvH6a2QkxkQMhcUdMdaqm2j0/+lRTKf8OLr0U4QMPgK50AdXMMNWB66AcGEfiMM6ZXFkttSgn2D1exloPpprq4j1uqR8KfkPdEmY4a6q5ZrRYMVMpwyEEjUO/DuI28Pjvfhy+gi8DEIYwMUs/GqJAyG2Stqsn5rEE1cfXjsPxxAjIiCdapKj2S/bsu5QeJdV2nB7u7sCIqe4VnHM0b7kFzJXqETfuolSwuldIptoJJKh2fHgUWE7q4JiV27JdxNPu330cmNjuFpw/u476ZL3YLHEYIl8BllrCei2TYx3u30b+PRGMAxSgTnoM/uyun8ETd7Wwe3XVMhJc31ip5xlq/qGMEKONP+tbd3zb7Kebki/LVLeXgepM7qKj2JygmSR7Ml9MJDELVJNyd1Ct5kx2Mri0DqbaVouyZhOcsZEL+Cg2LQYG1QDwy7/8y/jlX/7l3O8+//nPp96/8Y1vxBvf+Mb17GZ7RhIi5OlatfmHOA7UG3DH0sZAcbOOVnWPee9VUF88jT3ID9ZqIT52DMm1ZjLEHRf1tSam13GohfLvLQQUhqm2HvKZSbOjH9Y72ahM/GvPV1Tvxe3u/q2M8/wLLhDvGw3hFut31lfGmo1mKPkOShZTrcxx7OBJqCdzFAS7xwM80uuApFyeQNUUAoVJHYM6hzMsUF32iloqiUgYA4tEMnTfRFmvTBlAuTiXbXcBZboLjYoAxJQSMFkXH8set0fXjoL4TwLAwB0XnMYgkPtuWfX3GeZc1187XU6Gaqm1w5Jug0brjjtw+rWvBX3ybwMAEifqolQwg44jz6UrJ6fMDeAlBKtR3SxHOplKEb1BtV5zC/Tf8y3DVJ+onwDjLGV+OVyR88y2n6s5X/OM+7fdp7rklwSoJp2JzXue8PO4avkOcHkPE9Ip/+6LqYbqxKDuXenpEm/8WohPnDBH1E3JlwXVreUN73sU3SNbQ00Xesu/SRDAqXYH1SpH5ObUVMcDlMzRej31njVbHXP3UYxivTGsT6Cti7iFCGlQHaKG+b/9245Fk4xr9/Lk5WjUlzqW05s+fhzgHGGQngytLa6vT3e2ZpEopnoLT3sf5t+mltMaHHkfE7RhCuP+3Sn/3u5MNQ+FcsLbvVt/Rgt6ySeJkX8HroNKqaoZiyjKOedJqK9bDgcztZL1ZQFTzdXEkJl2bUU4YDgJ6o7ghKHklrous9Q0DM/sWAANqjkH5bK20j0rtudOIvLHEHOiJ+ZK/n109ShcCc4YcdOmVKtm8os4K7UTJ6M7SbB1NbnDFMqBn0njsMSJEBeag3XKv13ffOZTDytJAwZUW6taJ4L0NWYrKfLmJ0UW20ZWGrM4BbKHLnS9UE6CMLWA+bxD/s25Hls92YUhy1SroCsrZhBdJ4unmGqC9PwDm9DSMw2qC4xc4zbQktfIuPTwGcm/tzyyoLobU61UBiQIQGTCnRcY8yr5t5tTUx2uk6kGADaqqx7FJsYIVA8aSYgQGUY6GMfi29+O8NCh1OdhOz2pWZ66HO16F6dk2es7zjAMrS41Kd3CgGdVUy3+3Vr5dw6qzso75aDoWg/rrKnKsIfuU22hP9VSa6vaz2xWKKbaiRd0G4wih8+EGpVE4DoI/DKInGCzvOxyHGmmmnEHM7UARF8/BUZl1J7o58m/7Wur+7bO/1Bt9HhPUL1sufCK9lqGqVa1s75j+njedsNvIGJET8wjT0ySTzVOaVDNiQtQa6IeWqxAMz2OKQl+d3ZRnq9trt54zEMaMFFHyr+dGBeOXViwsM1Uu6l/ASCgPlbipl7OPj1kQKZaxVYokRpxejJ8qjH87XFIKqmR/5uaNmbF8u/AD/DvP/zvuUy1H62BLi3pcdiuqR/MqCzr6SL2xfssqW7fdx8Ov+SlqH/5Kx3fxScNA13IVMt66jb3cUzpA9vL/e18FOuO7FyANer5C8IkREgQgPiynVucnwxUl7O70Zrq1TSxxRojUD2KzYsRqB4weNRC7KRBNZ8RzHXjK+nBv5UB1WtjB5EUOIUDpmdenKmFXG9NNeuQV0pQvZVMtR7butRUS6MjxzXVBzutpjpX/p2pqb5z7k6shNsvs87PCKdd56tvgCuBVZGrPbVMxByHwHfNtZ13zm35NyEuJspez2mcXXKgkxTW75oLn7d33gKPzjfw0TtODNxqjkuHNkZoT1C92MifjFLOwaHGDiPFa1X3IGYETBrJRZKpPt04DSeQ/ccdDzy2tmsDn1Y2Odh/zSbb7ifsMQ5lBEZ9w1T/8BU/XLC0Gf8VY+l4HohEOz4N0GZhge/AgDXVRQBvEyILqpfaxSqwYYkiA8a8VlsdLQst+bcf+Lh44mLsJZ2+Cx5to/3gA/r8E7ezSrCfu1GPITqpKa8X2l9C88Rv/Cba99yDYxlTWx7HiK22roUtR6X0+zSfwf3L8lhG8u8tD+Wxwj2ZPO/SctOWfxP1DClIktAcdd+63L+Xs6B6ZFY2is2LEageMOjaKmLpnNn2RAaOz4j3zdu/lVo2CtM3ehyMI2kVZ8WS06fBATDZ7gJcPCyS9jrdv9VDTcm/JePH4BatsuFQLT+69dN0lFGZ7dK1szB1vlGZ5f79xeNfxE/8x0/gv9/83x+Lw+saSi5FXA6HCdk3Lcj2Ul3vLE6w71egJ305LbVAI82EVksl6RqrooCpVqC6AIAWt6HZvvEjb/kafvX9d+DDt5/ovXBu9GaqlzpAtWq5Z0C146QTg21aAXfE5Mf3hdPDfGsep9lDYl3iAMyiomKrPq65mD5HWl3aD1N9fpy3xyzk78OIYHsuqh3EZGmyYGHLqMwxLbVcJq4Hn/po0cgs5xadn/5B9Vbo93cUqOaDKGvyHddpwrTsIJCsoOOa8/LtQPas9ipITp7SyU2kQHX/nhS6/EzJv2X3ETD5t0RN4M4PAVHBs8MuKWIUuPlPgYc+g+jRRwGrXrwIhPG6AN5nMYU1yDlV2L2l6Sg2HnRJJE+PTUlvlOV+aqp948nCWIcfAGAS9J5lcBvI1/0y1ZxzJEvyulLz4ZH8exSbGCNQPWDQ5TXd8mq5IuoNY1kDHZ9Km2LEGZfLyB8D7cpUnxZ9RlXvT7Yit7NeUK3cNxUtKpnqLTRz6YdZ05NoK+O445hq+W9eS62Ecbzx6+8GINjqQdnKrQ4u22Q5LoejmOoiUK3BkHwgeiVT85d0yrx4FOmJ31hZgkJHSZqL3L9VzV6RHNJ+w7tua7vE3JpIqP3L7ccHXFO1RqIoed1BdcnPT64xBnAiGUwS4zuueVR/V0/26ddueQq+44OD4wsr7wQgmeqkAFSzODWpVeNTd1Atl91Zw8PgwQWXr+Tf5XI353d7zJHAxy3B5eI547EAIYv1cmly1E6K9HFSdE5k65hqNYYutLu3qzyfw/zqeaUsAM+ptWaZnsx2WVEpEGODfevdG4jlY68mtqzmCU4nqO5n/GRZ928NquXnH/wp4MOvAL76f3LXd6pWGdzRrwNf+v+A97wU7du+lFqOh/nzo3ZDgKc6ryCUxotICljtzY76nEga7MBgK+I+XBwX10i00kef6iCAI3uk25/bkWdUNihTzRoN8DDC6vhBnLjsu8BBRvLvYY/6HPDFN3SUn21VjED1gEFX64gVqC4Lc5jIFUx1cup0atkkVoYhYoCI/Rpoq3hQpysrWJm8DACwUp4D54IJj9bZ15FLcK4YaqLl31vIVOvndjf5t/jXHhx3mrsv78JUA8B9p8xAf6K+XrZya4JJUE1cDkdJvAokVGYiJ2t0/Sp0GQLtvK6ZJR0eq6iHbI866DwWkxRff9s97MnvieUuPVhzwpibc5Td7u7fb/rR63H1vnG8/eVPU2sDEGbqHKpEI8LT9twMMHENrjSvlAcZg1V87JX9q6mcMHcYlWVZqJQEXBmVdZugp5MyKppRgq8/soC1dpd2OjsoOJU9iCU7WKkU9yinVtMPVc/O/YoG1UHio80SM1ATWyvCrNe9g5wDpvrA+AEAw85U9/2h+TYzLjKr9VSpJMaGgJrkS9kVzC5zA1C3BKbuyxz5d1+hyAGSuYeZI8aFh/9TvL/lH3JXT4HqhmmfFt72hdRyRUx1fW0FjDs4vfg87PlaGadumQSS9ZXSDRTzDwN/fS3w/h/b+n1tw2CNOlrlXVjc/QMIgwnEa13k37J+mvgBSE9QLedMOTXVUZ9MdXJWEGG3PuV38MCB/4bjB75rJP8e9vjMHwKf/TPgbd9/TnY3AtUDRrRYR+KnmeqWI2qqk7m5lMkCTSTzCCU3cRA1iyVzrF7H8uQVAIATEw+BQWwrLjBu6BW6NlUljHVt9daB6r76VMvpmGvXVO8weaepqe5kqgHA8Q34OLxyeKBtt2OKY4tb96DQTLVH4PgycVSQ7WUa5En5t1c1Rjo517XNXo+Xg47vc/ehH6hF11DO59v4cluwZNkrrUHvfcnqE4bA7f77XXdgCp/8te/Ed12lmvxJFopbCTknBlaOAVxMjFaqYnyimIPvlTBTET1fmaNUMGlQzeqrePQzszh7h+xRbWWLOVGGhb3Hoywm+8tP3I8f/Yev47/+3Vd7rrsjgjFQ63yPVce7LGyNM+rh4FfgQVx3lchHiyd6OVKY9OivshYw5S6bGY1EjDkXjV8EIO0GvjMi/xmrk+cZpppa422pLEB1iRlQ/dHKr4HIOnnqltAuKxWD3SpxAPm39kyQH8gxgjAXmH/ILFieyl3fqRnvGt4ywCw8nFbvFLl/1+t1HI+uwxJ9Nu6/4hdw/PTl4NFgScp1xZf/SoD3Rz6/Jcmk7R6s2cThi78fqP4AvvG0P0DSLP7NuSoB8z3AM/PBPLMyBaq9HPfvfpnq5Oxc6tKd23UdeJeSzFEMQRz+ovh37v50wn+LYgSqB4xwMQSTNYXLZQGqG2RCDAicI5kzGVVKZWsgEoNxMbCEreL8PqvXsSaz7mfGHwWXbpl0nS0ozMQ47Yq1ldLXfqTKRGYXHfs4dtjDR00ySYqpVnK7FpyyKSWox8XumXnxK+/7Fp7zvz6Hbx9b3uhh5gaTZQ1k7+VwvO6g2ggQFKg2kuQkR4rHLTalVpaTOf0b5V+3XBkm9XPtbWc0LePMqmFTlpsxGmH/ShV1bzPCejLV2SAWAFJ10w6JgJUT2rm3XhOO0qulMwjcEsb9cbk/yVRn5N9r37gXrYUAC/ePi9PTzGOqe9dUZ8eVz94vxt6HztbRXKeSZ6iCMzAp/WagmKoW1VMjZeftKjNLrwwP4n6sxAHanJrnROr0rFMBMkAf2X6jEe0kUK1aBRb8jnl9qjP3DLcSluVAgOnm3iNoeWu4b8/X8IxLL9KJfOoEiFRrz3Kn62N/Z1MpHeTSjvK+cIDFR8xiS4dzZdlOxTK1XDyrX7ePC3mxf4EoRSliqqPWGpaSA/r9kYPfi/jsObhG5h4wr3dgDTdrtrA0czUAIPFriOPipKlSqxHHFf4pkq3OZapzjMoGdf9O5s4iCib0+ygYB2vsvHO0o2LmceZ1tm/9FsQIVA8YjRU1yaNYK4takTadhFeTvVvnTf0IZ6olBdWgOmkXDzBJo64nrQvVE4B8wLF+/GByQpsN5bQb3bLoo1G1oyZytk/ZDpN/65Za6My6erWHdG9xYHBQ/el7hYzvb25+qMeS6wsus8LO7kvh+Er+XQCq9fUgQbUbaKRNaeeDkyWW/Fsx1T1AdT4L1n3yv51rqm1QDQDHlvpXHXCLqe5VU90RasJMASrrKD03AprzGlQ3aqLf6+nJOQRugJo0bVSgOstU2wZ2LCIF8u/iMdHIh839EFOGs6tmEn5yQIn8MAZnDFQmQhI3xnSlC6guYKpdIu69cuwj5NQsR/KTn/0lqFSiZgtqqiVTva8mwNVaNMST4zyCuKhPdYH7twbVnKFSFoDZKwPvfOof4guXvV8uJa4B5gZgUoFHyus7d9o9XF0+ClxzF1i02o9yBrRypPvWxCdZEGRF/VQJybK498uuUHCx1fxaeh41sJzs1+8XZx6P6PTyOv6SASOyntf1M8XLDWnErbYukQSAiI8VL6wLpaWqoQuoVmrGvD7Vtx9d7kvtSJeW0arsNu/dEuIRqB7qSM6eBo3kNVM/233hTYgRqB4wGmtisslIEy1fDJ6UjYFw8YBnltSFM8lUOxSMyAxwUjyZb7cJ4mBcSGVLJ+HIiSwbyPnThJF/K8ZBP93Wtb2+9tlXTbWUfe7kmmqYmurmaoRH75yHQ4B/+aVnwgnS2fR6NBioVvHg2a15WDCpnCB7HtcHU53uG+05nn6d5Lh/2zXV45WsfLmAqc6YoXUuen7Jv9faaeb16MIAoFqrURg8MmgtpJm5KzWOK8ctBaoVy3l2fAElN8B4kGaqOXFSzrx02Vy7cdPNyL+lYsWz5aXZQ+L2PwCAIwvNVA3d8aURqAbjmh2iJMF0ZaLLwlbJiUxwuq6jQXUpDtAG08ulW54NylT3LxceJDjnuqZa1fUPmnw8vyI9jna8Tp2ifHUHjdW4wlEJRDIscPyUyZknk5rULcFhYhlSyjn/fZ3PTFJGOo0T7gKLj6YXzWF0mdVKlC4t4p0T4/j2IyJZVLvxGfAqcsxZnetYFwB41MJyZEB17NfQPruau+ymRtMC+Wuni5cb0mizKpjVeSIm44UKRlWiQJRhonQAz5N/JxlQHZ8+jd2/9BN4w5fejPGoodVL3YI16ghLU/o9dUuICtqBjuL8j/jMGTzynjoOf2q3yMufgyTXCFQPGK22uOkjt6lbagEukpLIzLGlU3pZzuWk1mHgjnwAxMU/eSMRcs2mv4SnhWta/s367OvYGWkjIPVsOzcsXfFTVw2KqVq9PuU7wxLqGeM4BJ971334+N/diTs/exxPPjgF4qZBVL+TxXqYpGRQC/X1ucZ3C54k4Izg3qt/Cp+8+xkIgykAonY2d3l9GUj3b2JANc2pb9EZas5MTXUPyWG2djBnCfNSmfZtX6IajYyc+fRq/+Y6qk81CO+r/3NqXW3VbHpR+xJoaVAtY628hMD1NVOtJ+aEpGSm8by5LqKGl55wKm+FPty/7Ti7lv49BjVzG8aYO76AB64UxkiVZAyzlakuS1sttWRiw3Uc3T4toB5a4MirqV5v+cRmJ00jFiGRrdsUU73e5OP5EDznVZcREUAnU62SmIRzVKT7N+fphFboiWugvf9iuSUGp9wJqvubQ6jrR761PV0aGSAcdj4/WNvc5w8vnkLyxQnMHBPj0u6f/1G9XR7nl3+QuIE6nbU+cNBubqGfDCBaJ9glLjsMVHPGEGZ6n8fBJHhRL3HVucOToFoy1ayLUZmaP679581wTx7HtQuH8eSzD+JoHz4yrNFAYpVFUbeMqD6848ZOj8WbbgINCeKGh2jNG4Hq7RhxLG76yG1jojyJpi+yXJE02+BnLVMpCaq5y8HUA4Xm/+Q8itByBeuzVlrEU9shuGJ/+PoeBOrB52qnsnPBVPeS4gLQBiZ2S60tO6RtGep3IgAevUsAja/880MghKBcastlxO+T7ceaF/957xlc99pP4cbX3aw/S7agjpG1QyxNXYnT+56Boycq+PaYmMiz5XwJHtNshepVSvTEnOb0omSyHpdwholKn/Jvpn5LS5paVHsog69T/XEuohWlfxfVXqufMOZA6zj3mgwzNdWeZKp5FlSXlhC4AcaCMblfOdnOyL/jpQYY8cCIi6TpAm3bCbbTsDDvLwJS6m8sN9PJmIfP1nHbkcW+zWqGMRqrJrFwZOoeTPUp/9ZMNSFwHHGOfVpCCA49PXA6QZXYTD8ttTqVBpsRbcvFebYigNNQM9Xq9+ulwLE+z7p/J5r946jI0hA/08t+uSaWWXv2kwEAoduC664XiKbnOkRvJptcQy5TzVvmmo7umcON95u/pzTr6R7bvJ2fVCNJC22eVmy0onU6mfcb7WVRP6OisfVy0+0UvN1G4tZSn4XBJFgzH/DqftQZphp5JqZyEFEKx/b99+nv9jUW+zL1pI0GqAWqueMi6mKkNorzO8KH7tevWwv+SP69HSNm4iEUem1cOXMlGsGyeC8lJczqyadbV3kAV6CamUE9OnIEXDa0p40G2uVdAICV8gKuccfBlaMuX+9pShsBGX+aLTztefLvzASfkE5QvdPk37qm2jKh41yA7RsuVRIo4ay8kpPFz8Ytjy6CcWDeYqcjyhDmSKw3ErzdwvzsE/X7k94NAjStLResUCxbZKzznBtHcIZx2afa1J0Xyb+VAU4+n5PP7mxfUN3MgGq7frhXKPn3+ph4I+2kHUx1+pjqgWCqx3wJqi2AZbdKazY9fPmZf4G7rv0FUdfUXu441u4tteSy1vigQHU1buF5R2/Fx26+Ay/5v1/Dqz98V59/5/DFSlOcJ5Kcwaeu+idtIJcbllGZejY4DuA5AtgQMoE2sa+lIvl37yAFAG+jETPZigcE0/JvbSUtxOeiZdJjEt3vEZLTQjD7TI1jqr+veCJheflUmlWMXHEdtRoCaLT9BkqWK3PeaF4UPKt0cNVanvBpsLeYA6qpBarJvDmvtz2RwVl6QBuwsiJQHbcQQoxPXiJAXTMe0Gdi0MgmCxrFPZqHMVizidhPt/OLggnwdsF9qVRmmZrqfpjq8H5jCLevuYDVPtorsnoDScZrJG5uvqJvFNsjklNGOdxaDNbFVNPlZcSn+1ecjED1AMGjCAlEliv0Qlw9cxWavgA8Wga7akl/JMM8xpYQOGJQJ9wFaILF330JDr3g+7Dw928R6zUaaJcFiKqXF3HFD/w1uLsxproDVJ8DzWtuTXXmCey48mFrTRR2mlGZ+p3cepoBjNsUCQTjwiIJqtu9GZiVZv4DZbGxuQ8MHoZILBOSGGU0qnvBGvnHmH89qIl25zlXbV8IZ5gs9cdU56kjSBGjs32xtA4l/x4ricnsXL1/UK3v+fUw1So40TXVgQTVnFjmY4hA3RhlNwCVkyJu/cbMkmMuuAeR+DUs7LoWTTqVy1Q7pNtjqLOGc7kljulXjn8Bv3n7+/F3N/9v+DTGv9x+HPMD/VbDE1qVwpbBHIqJUnFNNclx/3YJgecJYEO9aYgpcE6ZTqE5VlGo87e543tIxXkuuSXUHv2a/rzxwH9s6n62X/T+/YsSGbrchnOUJaiuVqdTyySyBKC9Kq6Lll/HVMUGIep89i//RibRx4nlrTB9CeQOO9ZurppnirckxpRbriT4mx/wwE/egcOV5+CRS34ILMwHbCyS+wJQbYrJdDup5C67aZEF0c0dBqpbLSRemqlO3DJYgfxbMdWPhhfiA39+C45P3iA+jzrnM1lQnSyaBEa/TDXLMNUAEIWbSzyMYvtEfNbcf+1FP7fMpFcc+dmX4+Hv+V7EZ/oD5CNQPUAky8ugMsvVCkJcNXOVZqrburZ02VpDDOjT0VHsTR4FAHD4aP/zn+LMR+4FAMz9zd+AUwq2uoqwJCR7vttA6crv0zVIHOuTLGkmyM1KQs/FaS8GMqqVVgrk7zD9t5YyraVBdX05xEoogIfHhKxxpY+2HEUPlM2uq+aUpvrhAkCrugeslc8WGJm1PamWDAPPkX8rppozTFT6YxWM62fRhDPv2tq+6FrJvy/eJZIXg8i/1WSXrmfIIAbAqppqT7FUjrlOYznxLnm+dmBOMdVSws/jGBE118oZ9/FAa9nan2RJ+5CX2qB9pRmjFrXw3G//JwBgPG7hSfMPAwAePLMzTWeyZn3KQC4/Ot2/XYfAdcWEIypNAYwgC4rknsyrARI3m92nWoHqwA3gN86iIhN0a3P3bOp+tk/ktfDoZVSWYaqpYvcZfNl7Otj9+NQyiWSq15ri89Pjj2CmOlhrvuxBqaQMcdVBemZyO3Op+Nd6xnHGcPSVv4CS1T84qIsRoF4GWo6Dk6fuwS3VX8Cjl3w/1qJ8oMykf42btOBH4pnaZlsMqlNJQ4jkAWPAyTty24YNW+Qx1dQrFbY9UzXV9zQeh/ljddw9+d3gIOBxMVOtlE28bX7Pvc0lrPYDquv1VE01ACTRzpp77pRgjQZYw8xL28s+WHOw+UGytITw/vuBOMbazTf3XgEjUD1Q0OVlfUPGbogrp6/EWllkXB+YejFa5RnwNTOoEgmGXRLDJyKb6sceDv/RB1PbjY8dQ3j4MGIppfSUPEXJv7FBplq3sNoeNdWKoSYgmsHop7/1MIaTAdWNlRBL4RIAoATR+qEe9a6pLgLVx/ow7xgoGAPN1OE1K3tSTq12aEObHHkiy6mBTVRNNSjGO5jqAj+CvDZuRWWgW+RGvJnRzIDqrDFXtyDS1DAqr2doV2wndE01mdqvNqyXUhLRshfghj2CWWAWqFZ18cnSEqLA1PY2yG4t/+acG3mo20efarumut7Gn37jnTg7ez2YBIUvjI4BAE7sUCdwri9rDpd4XXuUcwska6baISCeGCvapWkESY58Fxnfgv6OLHV8mxWRbMcXuAEQrqImJ9z1hYc3d0fbLrrXUduvs8/U2HL/VqC65Jnr5Cl7nwLqpJ8jx6cewDW7rT6vAylg8kE1V10JiAtMiBaiNqhOTp1C40tfSh+7V8PXnv7HYNN/jqnWHtw7ZwzWaIF3CEtk4iCuI3FkS1O2xTXVWf+Txjzw778K/MNzgf/8463d9zYI1mhqpjpU3XHccqH8mzOK2KsgYuZ8Nqt785lqeT17ClRb7PdUuNYfU11f08SYiiTZxpOBUaw74rOifvrUhc/A8QufDc4c0OXBQHV0yLT+a37z1r7WGYHqAYIuL2tAEbltzFZmsTZmCuEfuvxHUjJYJT3ynBieEtSRbJsg0ds6fPAhDapr0vyHyBoklrNOf5FmhM1cagtZujy5bxZU51x1O6+mWjLVq+kHQWM5RDMWk9uqK6R5ig3sFkUPlH/88uGNHGZH8CQBdcT1OF89DgBoVvekssbpFeQDsM+aagWqwRnGyvJB26NsIRdU22FPBLez7beMppR/XzApWJV+JguArEOT/gvrKx3sZKpx8FkAAI+Z5I9yCC57AW7cfyPe/Lw345ev+02zFVnHTxcXtfoGAEI+ZpgcxkxLra5MtTomcw6Dww+B7XkW7r72lbjv6p8GABxYETVPJ5eHtaa2R1hMdeD6PUp98ty/CZgrgEdUmoQfA+b5UZDMGiQztclKJAWqS24JaK9iTI4l9ZVHN3U/2yZyf77uv2m2vIYqrwPOdbu9xLqv/+55f4cZbt4zMLSiK3H1rqv63rNSqYhl5P1N0qBaX3+VaaAsxwdLlklzWhytTlyMdmUWDpnEJYvX4URijikp6I5CJaj247oesxLepX3fZkQkk9iyKwIac8Dt7xSvh740AeBRqJnquCLOaTf5NyhFfexA6qOViUtymW3NVMvryd5mhUa4+9DpnuQMW1sFddNqhW5tbkdx/gZdXkYYTOK+K34KD17xYzh+4XNzx5ZuET5sQHXjy1/ua50RqB4g2nfemWKqJ4NJtMcN4JmfvQ40lZEzTLVHxABAHTHb3fOUNiqz4rNkfgHhww8jkqB6qib6brrKiGPgfrMqMkzDY9anOh2mxZdlVLZD5d9oi4lPZVw87FtrkTbhKbuiLjKkhn3790f+HTfdfVPHwyMLvP7H/3MZAOC2I0tY2sy66iTU8u+lqgAyYWkKLNMGSkUuU13QRxWw2r6AYUyalvTCwYNdO+ePUdm+STHWtOP+DOfo4qLOWNHSOoZ2/ZO4OiHoHnwKAKTcvyPXgGpCCL7zwHfiosmL9fdcykyThYUUUx2RmpF/M9MH2e2DqU6NJ4uLOLP3aQCAM3ufhuWJx2Fm/iQA4MTyJiszzpNoMPEs4eC4cOzCrsva7ZAUU+0QgtiVqiHiohIHphY2ZSRngFp/+SlVwjT4+L7ajtGO8697W/6NcBU1mZRtWUZ4wxRmHE1/qiPn886aamNUpp69qtQIAKp+VTvAAwBKxzHhPr/jSHJ2CABYfOc78cANT8b8P7w1vYxmqjOKudIYoGr/LaZ67pSogzw6thf/8NRXgjo+Ys8AodnGhVije/X7pMDIlVIx1/LiJtoiSwS61aA6ls/qqYPi3yUrqd1HGdf5HrbnCqnKOa9XBg/z5yCcslTfaACIgsncPtWmplomb5L0nGOyXcen7+1e90obDSQZpR1lW9xmbRSPSdCVFaxZCZul6SvB6oPND6JjR82bHBIoL0agus/gnGPxHe/U0hHuUfiuD792Bd715Nfo5dYSM4mEBMO+E2lQzSQgIRddB68sTlJy+hiap0+BygfH7mkBiJS7JV8nqM7KK9WD9Nz0qU4fiR0kddnJxAF2llmEwpNESqCrk+K6arfNw6fsiCRLSEWiphk38eovvRpvvO2N+Pbct1PbU/VEf/yiJ+APfvDx+M3vvQqX7xHr3/LoIjYreNwCkw+llbLoNRoGk2BxwYDDO0G1MdLJMSqjhqmuBkommGE4srvQ27G2Vzj5PA9AtTRO2TNhpJlr7fykhR3J/ILF/g7+96kaWQ4z8azWJoHn/AZWZs32QkeMZWXfKGiqvpmoUAmE2MpSiqmOnBqQtIAkFPJv7fnQe6JrC1mCRvq3OHTZf0FpeR6VuI1TKzuTqQ4Vw0gYfvOpv9l9YQsNK6bacwnaVjlONSoblUlgn58BjcrUQDdg0nSxEeF5//sLeMn//Wru91r+7QRAexVluf1WPJzyfyv9bH3aXQqeTWRwC1SreMLsE1LLhI55Dl/r3YrLL9iVv4fMrnmS4MxfvA48jrH6H4qRTSdl3GxSPxgDAll/a523hTPCgGpu3424fOx63Pv4n9FzIwDY3bgIUWL6T1OW/1xgUlLsJ02EvrheKLYaVEuSZVImtuyBq7WYajc4jMHCUKs5S2PSUMwtgbcK1HaUIs4Ym0XBRC5TzbT829HS7zCYBNm1BwAw3V7Dobnupq681QJVJQ/S04VudUnAKB6TYKurKRVEo7oftDHY/CA+eXLg/Y5AdZ8RHzmCZG5OM9VqHrirsgeN0goYRHa1yWyDGCn/JjE8WVOtBhwydQBOTWwkOXUU9RWRQeFgGJ8VA7ICw7yrO26XyLasOSfy75wHfdaoLI/i2HFMtXwh63lqEwKghFZbiKpkqiMmrp075+/U333j1Df0a8o41kIxqf7B6/bjFc95HAghuP6iKQDAA6c3MUMeGaZ6WYHq0pSow815EJp2cHny785ECk0MQHZV70rdAzn/kLjuU22i0P37PIimrH0cL3sYlw7g/ZiwJAvzeqzwnPUP7baHQ7VUAp73GsxPXaM/iySorligumyDapkYYUvzCIMMqAaAuJliqrsnADqZ6pJ0ug9oHZ5PsDJ5GeZ3XYeL6mc7eljvlFCqD58Dz7rwWT2W7mSqZ6oBljABT6piqmEZjrzh2Hi1cxNAn0Zl66up/tCtxzC3FuKek6u55Q8p+Xe4irLcQTtpbX4B97aIvHukO1OdHfaUU79dF3/t7LW46QU34TMv/Yz4LjJu4FfUPo0ff/rBvo4nOmoYnfD++5FYqpkOplpNO/0q4EuwHBsGaW1+Wfy7W6hk5nbfkGKqJ9u7Uaqb8SjJ647CGBIm5mpe0jJMNdZbStdnKPn3+P7O7zgDVo5t7f4f4+BhCCr9OBRRQN0yWGMlf3nG8ltw5TDVqsOB4xCwMMTKxKX46o1/igeueBkAYDpcQ9yjPppFsZnDEwH06TqNgEexvYMur6BZNYqWVmUWYXOwMlMFqr39OfdzQYxAdZ/R/NYdAIBE9s71y2Ig31fdBwCI5Q3aZmKA4JxrX6ElBAABAABJREFUs5/AiSxQLQb1Q43L8LF9f4NTe78D9OxZRE05+XAaqE6K7LCjJ8brPU1yPdUX+pzIv4vdnsXL9EWtDYeHcR7UNeQfLEFkRYHqUDxMHOKg4gqmmfIYlFHcPX+3XvvehXv164YlvVZtmADg4Iy4FjfTrIxHLV3CsFIRoJp6FSRuCayZt59io7I8pppR1XOa6gl/L4M9zcgMyUWk5N9V38VERYwhq30w1eFqXYPq7pLqolAMl1m35osJiJ3Xi10BqscCA6TLgWHVmZSqR4vziCymOnYVqG7Lmuo+mGreCcp8yYRPxkdx3bgAA8cPPBcXrZ3tu/586IJ1vCgMnlNTvWushDlMw5OqmNl6WZ/0ZKyaWjv/da+dDnZv3nzfWf36+FLnuBIyS/7dXkVFgWowYAh7VQ/26+WX1+ixNbO1p+17GvbVxDzmhguOgIGhOvteJF4JT714Gv3E6Tu/kXp/8jd/C9mafJU800q5oCaANZBiqpuLy2K52OoxW9mT2r6tdsutk46bWCZivPGSFlqKqSbB1j4nVHKgMg14OU7jzc1TjW3H4K2GJo4mZsTYT70ywgJQDUq1XHxJGvOGPZhqlwjwfv+VPwZOXBwvXw0AmAzrSLpIdHmSgFOGKBBkReBJI7WtVi+M4jGJZGU5pZQDcdBsVQa6/5OTYgyqPvWpfa8zAtV9RnTkUQBALCeSlYoAQReOi4dRy1sCADSJBNVxrM1+SKkMz5GDuhNgYeYafGPueiSkhCMXvwDxmTNo+WI7rn8a0zWxD2Xgw9d9mrJMdebfcxbpi9jJadHCdhpTzUTHNGWaXJWgOpKMc+AEqFjOrIutOpbaS/r9crisX7clCHMIUPLMtXLRjHioH8uZlK432nFDJ4b27JpB5IgJbBRMgq3M5axRzLDk1VQr8zICZmrueygserp/P5YttZScPW4Dn/sL4Jv/1HOVSCZaSr6L8XI+U10Pk47fr9UKDVO9HlBt1VSrqKi6dotNVqDalnyX3UAnzJT8e3l+Wfe7BoSDL0sAJC2pLlCgusuxqt1af+qYbE1TwhrcykcAAEtTV+KSMMJyc3NbyJ0vYZKZfYyjdp9qx7h/h5U98JkANzP1smacHN9iAnnRPVawqy73el4klOHVH74rVbJyPMfRvZCpJqSzrdEQBOHZsRDoKf+mWVAtlUFdzsUPX+bjlXtfhpd7H8Lu3XtzDO/y1z18T1qm3/jqV/XBavdviySIGw4Of3EJLJGfWaC6tSTOH3dNcmRlUjmQd+4/5jlMY9zEMheqQS9polmSPg/EjFNbEqpTR1AzJmx2rKNP7vkUrLGq5wczszPiM8dHey3/nuSW/HtBljvGwXhu73FTU+2AtdupWmzq+JiImohoF1AdRUi8ii7BLJUk0bXV6oVRPCaxcPZoSikHAE063ndrOx7HSObEnLb6lCf3vd8RqO4zlAxASUdqNfHvJbJ2JnZE1qsu62B5GGqDMa9UApcyJ+54ePCK/6a326zsQfPMKlYnLhHbD05jSgJ2M9lc32kyLVGkGY1+qG0loMgBOJlwUnJ2xTLuLPdvDo7A+okUqI4VqHYDlL2yniw/43X/gUPzppG9arsFAC0JYiq+m5oEXTStmOrNqzNcaa6Cy2TRUw7cgEYgHpZhaRJsobP+RCeEHPt6kIZIOa1QDJli10f3YKp7JmSsem6iPjkHoPpffxH4873Ae38U7GO/hcYH3gj+sd8A1k53XU1NHjyHWEy1AdV3HV/BM/7iZvzK++9IrReGsf6918dUi7Dl30rW7Xg2qJbtAS2GueT6+pypyfvKQnpilHhV0MiRE2huWHWvi/xOixDMOVT1s/dVIvz8QRdN53aAOJgtXYS1MNG/304KnvOqeNnOmmoAYGP74ElQPd2YFP2qAbgTnUnQfvc1aHzszpN43y1HU5/lgWplVOa7vqyplkZlDgHawwdc8s+vPa7ZnhXq6wyo5vlMdSq8AGVpSljbnSP9Lhg2m8vzOZ8WyL8JwcmvT6P95bM49bZPiM8s+Xe8Ip4prqWEaUpF4PTezmNPcrqj8KiBOjdMdbss1qMkAHLKjjYt1N/hV4HKVOf3Q25WxpurYLI7yNS0KYVsFtWyMopEqhXq8nRH/nhui87ENioLQxBrjtCqzGI8anSVf7MwRBhMiTekjXJFlresu7vOKLZz1BdPa6NUzkUStk0ngah73b0KumqeI7VnPhOzv/SLfa03AtV9RnxCgmopfR2viYHgsl0CVEeulH+7NYBzsGZLM9VeKQBKYoBvVveiVdmNwI3hkwggDlbXXDRqQrN/3HMwVRWTVdcV629eTfU5MCrjHS86Xue1e9l57t9AIAGz6zsIJCMZS9a55JZQDlyAiQGfkQjfOGJA67LlcqtBdZCuLbtwWiRyTq+2N00JEIWWkc2+a9BUoDqYBFs8lbNGnvxbRIcjMOcWls4zHeufqU6LIWx2TaG0LQbVnAP3/hvAEvAHPoGj//s/cPTzs1h5tNyztUpitQ6ZkG3FVltG/v0zb7sFB6OH8ZVv359aL2xHlvx7HY6myqhMye45Q9mTCT4LVPNAPKA8y0DRczzNSlJZjtBsiGvFp+IaoV4ZUTvQ8m91krqCaqh6eXMOPVmn35byvUcnbhGfe5PgHFhr70AJeO64W7BoTp9qAPCmLoAn/Ruq9GIAAElW4JYLQPUg7t99MtW3HF7q+OzsaucEO8VUR/WhZ6o169v9axGqZCKzCKOd42RHRJah1Hf9Xt9HlzTEeh/7Duvaokr+LZP6MtHnMgfNOTGPWr35FsRNJ8VUkzMi6chzykJ2H+gEQDQHFIXNOtpMEBxe0kIsy/WY4wOsdynNukOB6qBawFT3N6E/X4M31zRTfbxOAS7G4qiZn9jnlCGW8u/qtCCqEq+M1lqnuo5pUE1E7bbl4t2q7MYkXUDcg6lW5UjMaaMs59lqTj+K4YrW0opO2MQQc+cGn+gfVK8IUO2MjyM4eBC7XvGKvtYbgeo+Iz5xAgDAIZnqqgDJj5u6AAAQSaY6dsYAGiFu1rX0sVwqw/HTA3+tMofxkshahv6krvOYQxWT8mbvMPYYONJMtcHmW3fac+dOpOtbsV4ftYDDFIxzLToKyi482QIplqA1cAOUPAecS/mtE4E7lhwuWtHGM6oGt+yngdRMTaxLGd+0WtNY1W9ziitnr0AjEANPWJoCX+usF1PMKcl8CuTUVDMKqq9N853Tg6k2rQ4KJot5q201Ud1c0E6w9ZMltBbEuWicLgHzD3ddVTPVLsFERcq/JVBMlpbwus/8Gd748b/BP97z+tR67dAC1d7624RoppozeDKxZ5uJhWVxzm2mOvA8qHOmrsuwLf6OhjunWexWNC4cwBnTyb1+QLW2r2Mc3JGtxnzx+x7aIybhcXkXAprsSLMynuOyXxydNdUAMHPBFSCyVhmuBNXsdL6yqP8jUwfY19J3nVgGAExXffzic0UXjI7zefiLiG57GwAJquOmqakmDhAOH6gm8l5J5wK7y7+zLWCYKkXp9qx96s8Bu68G/ts7gdnLC7edLUnj0k9jpUZwfG/GC8NVZR6qnI2gUdmDhy57CRanrsTyoZoGo9HJk3j8I98CAITlTrC87+AEnjLxPhza/RWcqQjJOSWd4Dts1ZEww1QzmZykTgCebGGJiN2nOhdUDzdTnTTqWl79h//2sAHVrYLfnBqmujQpzyNxcpltyg2oTpptvR8AaJdmMEnPdgfVYajlwFHQws3R7WK77ghUD2O0WupaiJC4oqNAg0yIpH4fQVeWAQDuZM593CVGoLqP4JwjmZ8HIw4AacIwLkBwySthN3kqIk9M8BJ3DIibiBqrmqkOSmUQy8gHAO6mt+GwI8xYwtIUokBIZRb5mHb8JXJivF6murOl1rmQf5u95wXhaRaRdOlZPNRhMdV+yYUnAXESiYFAgGrDVMOJwYnJ9jLOsBoJcKNqqisZUF3yXH0tLWxSr+pEsuKEJbh44mKEMjEUBZNgDSOXYYzjHz53v5kFpublRaA6TgE6HVqynR+5vdF7TT63mqlePCx2w4H5u40MjkaOAJVdIpETA9exmWoxOTn7/nfg4NmzoJGL6iMtXYMOAFEY60Se66/D0VT/znL8AdNMpmuB6nZZgBbfqpf2HVefs0T2D40TsW7brYNIWXErGgfitrjfNave+1gVVgwTBupKAyA/wuuDS3FiegkObYM7Hi5v5LtFn3exbonq+pnqqw/swiIXzynmy3pIvgbXKQDVfQF4uVafOdOzqwLUv+vnn44DUmmzlK2Tf8cLEc4/AADwiQckbZQUqHaI6YV+jqOop/ZmhPqlbcUG6THedbTUUl0Suj1r9z0R+B/fAK55cfcjyW5CgupWACxVZHmPSqjK68eWfx+67Idx7KLvxh3X/yoeiZ+umerTX7kFDud4aOoAYr8TVNfGx/D0XZ/B5bveiqYnjTILmGouTWNdN4ErDWaZGwDxFoJqLf+uAOWpzu+j4QbVrVZLK51iFgAQv7XyiskGp1Qbnz7ovwNcDhSNRufyuqaaEET1NDBql2cwETUQ55SU6X2FIWJfJFpOVE9hwVkW23XKheuM4vwNGsnuS6gjhLheWs5430oVKstQbj/443jXH3wVUau/9Uaguo/g7TaQJKmM1tSYmSi/+XvehMbqdWJZpwTELUSNNV17Wi6VQEppJ8jYaWGuJOqQWuXd2gFxrbxHy6MdzeCsV/4tXTd1TdPWG5Xp/std5N950Wdf9aEJxk1NtV/24JfEAEAlqC65JQSeAy57bRInSoFqAFhsC2a4SP4NADNjYsKxuEmgWjk7EzB4jofShLhGw9IUeMtItj5590lc/7mf1gyLPekz5kWZjdMYjCtmu7OmmhQkg3ITMgWXOBkACGwolh4FALTYVWgvmUlftOb1zJTm1VSrPtXRVz6CBy//EXz+uW/CwwdfhNXDj+r14ihGIh1nndLg97hukaTl36ZUw2a+m8EygDSoTsm/JaimVHwfeU2Ay0l3Mg7c9UHgK39rmGq/m/tq+lppx1TXwPkVgu/4LzcBDuDFQja8JwpT9efnYzTu/iTWXnUZ2v/rO4F6nvlfTgxkVGbOpc1CX71/QqsMqCeeb4xE+S0Qgf5yswMkTRnjOvm3e7yE6aps3ZfXUkseU0kev6qzbxPymDgsv++Wo3j8az6JD35zq1omdY6jadDcKdHPllSxnDKZjR6OftsSyZC2D6ypqY66bpQZngTVjLhYnjIs+IngqRpUr915FwDg6N5LgaRzXAiqZZx5wVtw/coEEmn+mldTHbfrIEx2anE5fAmqqROAbyWoto3KarvN52OiJnzYmeqwbUygYuKCS1Ctyto6glFQqXhawINgsktOmANg1HPRcQjCzHymXZ7BeNTuylSzMNLPx5bXQOSm29yOYsiCSpUdaaNNxDMkdMYB1t/8gK2soFHZg7ngYqzOt3Hs/s7SpLwYgeo+gq6JgTCWNx8lCaZqRhLwuN01JI7qKe0LUN1c00ZlQbkKNxhLbZM5FKsVkQlZG79IfMhjzOw2A7EC1euuqdZMtZR/95LRbkIUAZ/UMrmTtJ2FqjmgQXVQcg2ojsWHSv6tmGpCIkDKvwNpBPLhhz4MIG1Ulo1dNQWq+3M87BUKMCnqaWJKPKTCYAK8berxWvd9Gt/hPGCu3RSYlUxGdqLNElA94TcPYdLDC8DMFYuuoT5qEjY7WmJi31wS40Rlt2Rvmy542N2NPbFqxybKafl361QDxw98FzhxceKC52D1NtPKJrFAtVddv/u3Yhpsptqjhk1u5IBq12KqqZzYUKnqaXsNcIi/uZ2MA3d+APjSX+lJt0c6r1tzSGlmrBVTzcb7JQ+zlVk8/4LngHMxRs8kEdrx+TuWJPU1nPgfv447vvk03Ps+iua//UNf65lbabC/3Waq94yXQJGe/FISwy2Sf/dzC9n3Pedds6dLzUhPnGdqgfYWWbHl3xK0aFAtpzAKxwlQnWeatXURJcKxnHPg9Z+8v/cKWxF9yMJ5QUutde0no/RxZeKjXQLqZbUX5ekik/syMdeuzGoSAQBWywfQOhUDnMO5V/gjnN59EIR2gmq/GuDQ2FPw463Xg8nt05zxI2434EpQ7QVEg2rm+ODRFrZck7X+8ErAvmvN53seL/4dclDdli1BOadgBABk2VJUfE0qY7PEiQ2oDjuX1/JvQhBn1Cut8izGWwxRUqwW4VGIRHZUibw2Ql/Miahb3nlKyWEKRoGbvh9478vSTI2cOzukjVAOVwkp960CS5ZXsLDrCfr92dvv6Gu9EajuI1hd1Es3S0LyHbshpiw7/5LnolwRj3VGfCH/rpua6qAcwKmkG9xXkymsSemsMinjfA1PedwuvQzR7NA65d8kDaqhgP9W9qnOedWdqVaT5vN3IryeYBzwlfy77MILxLlhElSX3FKqphpOBC4fOL/1tN8CALz3/vfi4aWH0ZTSqlymWrZn2yz5t+p1SsBwdq2NmZkpAEDsj4G3DKiuLsnJJVcOsJ3b6pB/0xiM58m/89rJWNsx8gizSmp/NhDY+sQSAG2G0TwuGJiJn/8DaVtKkCx3dydWjJLnOMb9W05azzhXm+XcEsIjh8z7KAKVoNqtbET+beraNZNZMeeDEmlU5ph9iOXEcSv5d6Jqn70WYkeA6mY8Lvdh9tO9plodk2QibaZagq6ffOLPgUGMpXtpWyeZzsd44E9+F3fMvgJ3PvGXcOsNv4UT9+SZ/+VEbsul3mEz1b7rACQDqp0oU1M94Ditbk0aA//4fOBvn2LqTjMxXxfX1XTVh+86mJTXfkr+vSCu91AlZOS9UpbXRJsQoHFuQfXZNQPSFhrR1iglepzfPGVYB1Pdy3tivYfGOTz5DGr7QF1mOFRClWim2susJ36nZnUfFh6qAY98DuWT94rtTEzDZZ0MdFAr677lTP2dpHP8aDfW4Mj+w37gwJP12dQNgHhzEsy5odr1uCVg33Xmcw2qh9uoLIpMHav9bxHW5ZTq2ujEiZBINV4c54BqKe12XYJIJdp4DA6O+vhFYN5FiJLihDUPQ53MidwWItkaMnFLO08qOUwx9wBw9KvAg58EWoZNJlzMfV3SRlsm3ihKAO1vfG4sLGF14lL9/sSD/SmgRqC6j2CSqW5Jtjl225iQAFtFuSJOIHcCIG6htbYKLh8mQaUEpzKeWp4mPqjM4iuTMk7quP7AlF7G8Xz5+caYalUTd05aauWVXPWxu53m/s0tozK/5MGTgJjJZ1HgBCj5LsBkfasTA1Lu9oJLXoBnXvBMJCzBD//bD+O9R14LoAdTXd8kUK2zfBzP+svPYt/MLAAgCsbA2+aBlkjWmqnBTNYyqXWBHPk3i8F0OyerdlAD4fz7QIPqQS+6rQw5eUpWxO8eXHE5/BmZlFvoPrFKM9WqpVYC0Bj14AK9HHN8hHML5n1kHhZedf1tQmz3bxWN8TY+e/m78cFLPoZYToZTTDVxoU6ASrwkrpjAtPwGWr7FVEMsqpJ+nlcs/+aZAaUdG2YjkG0Nr5y5CpEjxugxMO0xcL5FfPYsVr98FHO7bxDvgwk8ujTT17rm0h9scuhkni1OZghJnBhBjgszgIHcv0uN48CJW4HFR4CT38pd8l1ffxQAMDsmnqXTNSP/1vd4Q/iQqL/Sk+NRWU7MW865Z6qzpTWnV7aACdVjYKfiB4BuW2UHz7DJfBNAdd5RRCxCORJ36tNbF6GhSt2yRmUZ88SEL4FyBu64WKrvBY5+HTR0wIiDvfGlCJIasvHWbxzF7/yLkIgzuX2W81xYbZgEb1D2Ua6IsYI7HniyheUhasLu+gJI73sisP9JwC4pd98OTDWjwK03AV/5m5yH8MZCKes5iYRLt2Kqaf5gYX+eODESqcZjSefytfAU/of7EZRZG5FMXJHkDOiFAkg9cNVP6PEhL1gY6pa4kdtG6ImDZW6AONzCkoBRbGnEh+7G/D1jaJwJgGW7HaM41y4JEUrsw5xS3zXVrcVlrI5frN8vhnv6Wm8EqvsIuiYmwYev/CkAgJ+UU0w1AFSrYgLJHB88rKO5Zg3q1Qrc6mRqeQpj4KE/c1q4bI+Riadqqtc1+KVdN3Xf63WD9N6hJsHFNdUF6+0sTA3OjVFZUDZGZVze78b9W6kMTD111a/iN576G/r9ocY3AbBcUK2c5NcKjEIGDZbIiRlniCnHqZY0WPPHkFj1VCwU1z9VIDk16ZP9jLPqBBrpmur8lloFoS8es06e27j44hxdaFKmSlti0u9OTMLbNQUASJaLs+mMcf3niJpqKf9uxWCrc6hXL0gt31o2E3gqwSTnMYLSOurEMvJv+/e8fM8EHtz9TYSzC0jkQ8l2/3aIo+vgE0aFuaME1c2ggXpJgmpqQDX6aP+VPfXtODFdFcbEWDkejIPJ9loBnPOWqV771KexMHlN6rN20i9IHqCm2l4rW4pTSrN+iRPjKfuvtj4ZUP4tw7UNms7e2/H93SdW8O6viwnRxbvEdTMlmeooYUbS3xBJJKqebaFQfZQ9WWpAiF7mXEVWBbSwSQnMVGinsn5+9HzwzHLGyfUehn3y20kb5Qg4cvAF8FZ+GzX3h+WySv4tmeqMIiVyEqw54lhWk91gMZBEDuq1C1GN882j/unrR8wRKDfxHPn3aluMiw6LEdSqqJWqelkWbSFTLfunwyuJDNUvfBF45ecBRcLEjcJVz1nc92/Av/868Jk/BA59dlM3TROV6IjwnCtmAVnLSnn+nDOxyJTEiRErUM06r/OfeOhV+C3/g/juo29CLJ+rHG34zxZllPWxC+HVZULta28G/u+zxX+33iSWDUNdHhV5LcSueI4x4iEMB0y0LB0BvvKmQtXNKM5dzN30AczdNYGjn5sFn38EAJDEEUAkqHYikWwFwEmp75rqxmoL7YogjRxnDf3C5fMSVC++69146LnfhTP/6w3nZH+svoa1sYuQSEa5TGuYCNJM9cSEmOBx4iFKmmhZvTWDchl+NcNUE4ILZtLboE4bB2eMTNwJLKa6T8mCHYoJcnRN9dYz1YSr+tfCo8p9z3ec/Ns2KnPhehrRAJxo+TckqCbSVIOAIHACXDl9JX72CT+rt0e8uuhrnYkxOUlWRlcbDUqNURkA3HEq0YxmaBE0XLmgagfYTiOdjkuBJrmArtd1m5eQKTL3NjX/Wzz0SVDNpGzbnRiHv1uwjnEXJsueZLiuzVTHYHMn0azsTS1vl2fTRP2urRTg7TuyNdXWPTlWEkzgky8xST+bqRYrSqaaMbRjql26m0EbKxVxoCEfA+dpFs3reqxpo6t2o6nlgrVJa/wMxPYdlM5bUB3ecwcWZwSA5TK7ttalRjAV65R/d0QlfS5i7uGiaTshPBioNoaD1sJn7u5Y7l1fE2DpopkK/uiFT5CHYsazhmrl1xSAWf257oowBqvIa61NnHPOVGdBdIdb+aZGHqxFLtjOqr/0+w1ksI3Ro9lfSEOUI+CRx70IADCVPBNLU1cYo1TVli8DqkOXY0my2GF5F1a/ehd44uCRS1+ol3lg9mupdWwC0/WKQXVDPu9cGsKdmcFYycyr+JaCannuVbsnxxH/qTFuHfO4TY8zVlKrQDWy3qBUgZcYz758FqqlVsLyE6eUSgYREa4L24iVeZgFwjnnWPnIv4LcOo/FB2u46tQnEYUKVIeY2FuGQ9sAcVCt14X7/3/+MXDmLvHf5/4C4Fz00Fag2m0j9iSodjyEzQHB8cd+BfjMa4APv3Kw9Uax6REeOYmT+27EmT1PwSOHvgkAaKwt6Pr5wEuQyG4ojJQA2t9cuNlQ11iMwxNHeyxt4rwE1azZRHLmjO4jttVB19awNH2lfn/7wY+k6gkBYGpcuqU6AVpRA+26HLh5BKdURVBKZ149z8Xj9qblBMyLUr2GHU8MzJw4fWdX0pExKtNtcbbe/TvFCNq1rgXPc7bDqOo0U+2l+gA73DFGZQpUywyu7wSaXfqNp/4G9tWEqyjxlnOZagWq65vFVDPDVAPAPcc5wAWAbIZm/0Rn5KVKIgdUdxqVxblMtQLkxUZlna626Tlm0edbGFEdnAFMZsCdiQl4u4VfQrJafC9TayLsOUTXla60YtC5k4h9AWoTIrLzofWbK1UTR6tjfOon1G/DtQbYPhbZmq0tQI1LXJS9LJskDcoShsZaE1TKtHkZWK2KSUvsVcFiYp1nwO0i/9YhDyVaXdFM9ZgsPQAAUknk31BG6zyVf6/e9wDWxoRpZcylxJX1+4hWoHpjyUmvljmnbiXDZq9P9cFtpmrhUOo7xjg+eY/oNf6/XvIkXCQTy45D9Jimz6kEzOoMkyUBxtW12CbknLfUyppAbpZ/RTqUysx8wgsTHAWmUKxznNyMaLebSIL0XOZb1/+aaekpFXleps3f+EwVq45MlpVmcOr9d6BZ2Y1FaQ4U7/4Unj/+1tQ69p3ty5ZbLKemuimVDS4N4c3OYqxiuq/YZTKbHkkGVKtQ7+k2kBkvHTavP/unm6rsoFT1Io9x4VQFRDLVCS8A1Uwx2zH2Ugou5zncWr797W/j5O/+HubvnsCZ2ydRf9hDFEq1G1qYuv1d8BLxN1QaMfDAJ4RiYNflotNBYw5YPQnebBim2m1hamxa7Mvx0K4PKMt/5PPi3/v/fefJLLdRcM6xUB/D/Vf/JO655ufwzoe/DgBorC7qpL7vU3BZnkvdAeTf0iwvIWtYKffZhQPnKahWfZfRxT5/M4Ot1XXT+Dv234wT+z/fsczMjGSqHReNsIFYNbvnIeCXEZTTLbWq1QAHdu1Ofca89GDvBGpgXh9TrU6vklcS7VCegyyO3QIc+tw69pEODdv7HGj0cl36Cw5jpJjqkgvHs0AG9xC4AVZbCTgXEwZfOlX6TlrWe0FNyIGdYCkfVEv36PommedkHWQXVnxwLqS3ddkXMEoYfCaOV11reeqvDnECtWuqbaZaAYZCpzLxda4hmTnW9OutNyqjsXVOx8fhTAhmlXU5F4llmOI6RNeXtmOG5ZPHkfiyTtkVtWNJYiaUTLEEaHWyyP2E/ElYjlpA1d4+uvIoAGB/bX/OPkxNdWOlLkyBAOyamkLTF0mWxKuBUZJmqrsalWXYNiuROjZpTB2DmmKtglS/4PjsWUTHj3fZ/vYIzjlOrk4CxMFacAI+kWZ2rL/kiPo9N5o0CibSzyk/mMruSb/qp9NDLoCz697u+mewN1yGJ4TfQtl38LRLplOLKvNFrT6QJmRcMn/umjByK8vJctshPfvAb3ZkQfRm+Vf0jnzWuqhlIdtEUG3fv+32GlYmLulYhspEB1FMdcaobHLPuAHVsqdzs2LA+cv5R/DC5nJqncv2mDpr7WOTM40NZdmEm7Thzc6iFhimmm5l/WyWqVaxnUD14iPp9w//58a297m/AD75aoBzUMlIUyfCRMUHIbK9Is8fx6hMGjISYZpSOJKp5jBzmea99+nXHARf8H4d3567UKxPGpg68S34iQA91dARplUAcPUPGoO4w18Aa61pUB16bVwyc4nebrs+IFNtd/NZ2f7Pl2GNZG4OZyeMy/7igg/OORqrhql2fQaijKSdALxPo0K1WEzWsFLuX/10XoJqyMGZ92mNvtFgzSZCWUPdKK1gKudnm5o0k5F6s4VE9tkjCAG/AjfTp3qs6mP3rrSUk3nph50XyIcGcfq2gbfDyL/VQ61ARnviduCfvgd490uA1ZMD7ye1z5x+mvmgZmcHBxDA1FSnmGrmouSWcM0FE5qprpQEEFtrAe/5hqkrM0z1inDvzcT4ZjPVGlRrqyBwiNGnLrPUq+0YVaiBSz40ec41kNNSi0E9fHPcv3vKv21GuuA60+25tjiiBlgk779aDcTzQManAAC0XXwvp5lqB5XAxf5J8XA4efiM/q4RCCfKhBlgq5gojmhDoDpPgq9aLzWlu+rBiYOd68ssCWMM9dU6mGxBeOH0HoS+dHX1q+DPfwNiawztR/6t/1kzjEJtzExsyhOqZU5FA7D4xAkcfuGLcPhFL0ayeO57Fw8S8YmTaPuCeW9UFuC4Chj1qzhYX011NvzJtDlUKZgtWBIDzR44CFCRgHnluJDgJSHwLz8Pr7WAV7j/gWsvmISXGcNUorCpmWpZUy17AEtMhnIgjrtFSM8+8JsdCkSrYWqz2hfmhq36yjVzBArLa3L9TjZ+HFG7gVZlT8ciSlVDZNLMy/Sj33PBLJpynC4d9OGNOQhL4hpZmrgTk97pjnH8hoMm6VKTE2VO3I5nSSjdo10awts9i7HAzL+2DFQzCnB5nXoZT4vtJP9WSS2lNGr0z8J1xPxDwBdeD3z974DTd4IxJbNNMFnxQRwpsS4YxxLFVJMYk04JnmKqLUn/sdvvEbvaexDHD3wXTldvMOs7TUxSBgKR2C8lXBBEAHDRM4CrfkC8/uIbwFsN3ZM6dtvYN2Gu2YHk3+1V3d0DAHD6rv7XHcWmRjI3h0btQv1+srEbZ5pn0Fxb1KDa94FAKompWwJv95d0VaUMkVvH6o5hqvutN9tg8CQ2oDpYwYVx58A4Pmkyoa1GC4nulRoCfhVBOT3IloIAuyb2A8xMAFiQBg2u7f69Afm366VbW3SAk3tEv2NwChz/5jr2Y0UOwOmPFNxZNdU8VVPtpeTRDncRuAGuvXASL7xOyEEdT14n3Mfv/+vdWvI8UxZ1usRtwHM7f2jFVG9WTTWTigLCGfZNyIeybLHUkvVRK60YFZIG1WkhggJ/mckdjSxQbfWpdnqB6pxJYiFTrRfI3damRVQHjWRN4cQE7vr8cXzw7huwMHMNWFh8rds11erPvmSXAAyLZ5bFB6yNRiDAJeWGEeHyR2ZI1if/lsNqHqjObu+i8YtytqAM6DiaK3VQCewPTl2Itmfk36ff+xU0zhiZcT/13/pXaYi/m7AINctRvjolJvDUNfLvs296E+jKClizifrnNq7C2coIH3oQrbJg3lmFA64qs1hHa7QNRHlX2ufDLWcdmAcd163lL7hBMHacAqsngFN36q/aEONdNqqBAtVy/GqLsoeGJ5ZVE5jKmEgutgkBp+E5bZGjmOqr9oqJ2/wWMNVaSm3LvwteWyulYjNaaimQa2PdsFXXAPqpl96J5b1H0utIpZwbpNnbfXun0JIbamESj3spx+Ll4nqjvkiC0cqu1DpPvHASf/cTT8a7f/7pKAUWqM5IOmM5IVby76pVU02jLQLVNgudHdO2C1PNmE5M4crvE/92cczuGfd9zLw+/CUNnhMnxkTZhyvLUfIk+gAQa1AdYWriIvjSkJWTQD/Xmw8/jLWxA/j21b+Fhy5/aWr9xGlhijEQR8w3PAoB9AHhun7jfxevFx8BXZ7TpUOJE2HPuCG1GmsDyL+X09c3zt7T/7qj2NRgKysILX+rifZePLLyCJJGHYmSfwdAVXleOR7iep+gWs6tQm8NZ8aP4ONX/9++1jsvQbXq+9HR53arIkm0/Lvpr+BFS51SgMnxChwJfJvtNmisnnIh4JXhZR4o8DzM1PaCcOsEZ3rL+iU5MBMHPBl8MNZMtQTnKhnR0aKrbmVhjt868H4K9j7QcmyH9Qm0a6r9kgtCiGarHS6YagC4YEoZ4MmHjWQmH5kXcloFqh2vDj8PVG8yU223Zbn2QjWYies+osapugqVLFLyLnsrCjBkNk5jUNlblMAcL+nlVp/HVCMfVBNFbW01qA4NqHYnJvDF9z8Izgm+fd3/AI14YR2WYqo9h2j26ZJZMdFcW5bqF95E6Erm17UUMIqpJsn6mGooqb5qqWUD/PQ5uHTy0pz1xfKUMjSX6xqlXzF7KSKZFEq8Khpf+zrm7zCMk+d3a/+VYaqb4rp3WISKZ/72id1ie9QtoxXGYI0GVv/jE/r7xte/0WUfj31EjxxGW97L/vg4VMaN8z7Po6qv2KC7fXV2MlWXQYLsZLioxKJXEGDiQmBCutevnUqZJE2jjiv2jnWspeTfWtIv+wDftSCO0ZHHU94tXNM5IWI0Ss4dW61A9TX7xXh4enXz991Tan/Oaqo7/S2isIlIymErszM4eOW+1BrK9dsNMkz17CS8qviuxSbgJgtYnZLjggTV869IJ/l3jQX4gSfux7OvmEWpbIHqDFi1QbW7axZjJZMciqPNeRZ2RGIpFNwsU61A9WPMVIer5v7efZX4dyN93W0p+alv6/GKOhSTFR+Oq2qf88exxJJ/z0xdgkAy1dQtAdIUNVlcwvELvzN3HhA5DUwwCodIzxkGkbRzPGB8n1DHyHZmyaJRYSZOhD3V3SAyGVNfW+n/b17KgOr6Bpj+UWwowsVFRIExgZ5q78ajK48ijkNdfhKUHUxPmGWiPj0vGBH3bNurA844zkw82td65yWofujMGL729Nfi3ujK3gtvQrA40b2kQ38FT3/Cj3UsMz5WgSMHzHYr0q6Giqn2/fQg6/gupsvTouZafVZJL6PkUpw46QG775APFtXSooiptjOV2XqbTYgi06jUpztMFW7XVAdlaeYlFQUOdxFIkycFjtpUGn/Jh9ZDZ4T8aLosJiHEbeh+5HaMS/fozTMqUyeK6UkklaA6lpm9lZaQf6/RWYTVSwAAF1iu9mren9+nWj58uXW8vYBwjlFZMbjYerM+AEL+LRNrbDzda3iRzBTez3aPahWPk6C63RITFM6bCD0BqhMbVGv8SdcHquXlk1dT7WWYhiun88ZeCQSTGK1lk/mfntgFvywecLFfkxNyq6baLz5WpWaoNU8Ab/tBQPafJSxG1TfX1NheyToQB7zeRHT0KJCYayje5nXVdHVFg+razB7AV79Pf/3G88tu8mN6UdQo7lrolC2Oz87AswApKWf3vz6mmoPISa68F5qLwKlv66V2k2VctjsHVGfl37JlEVXO0vJwSnufqNdpOeScgmol977mAgmqt6BPtf7V85KTyE8iZhU85v1GEtid42oYNhBL1Uhl1yye+PjLU9+rmmo/AzTL1QAvfrpQvLTZBJC0EVOVJF4Efv4/EZTH4UWrep2Zmrke/bIq+fDAM5J/VS3nsATe7lmMBzUtzU62Sv5tA+YOplrJvx9jproly2D8KjB5QLyub4CptqXjjTkwOV7FDsVY2bO6txa11JJKNhJjZupxcCXjzNwSuBy/SbOOxelrcteP3QbGpy6B44jf1VfGjhMXaPIN+68X+1o2f2fiJJgIJkDkPKPZGoCpXno0/b611P+6o+gvTn5LGM71iOWjRzQ2A4AS24Mj8w+DRqYneansYnZsXCdQwj6VRGou2vbbuKj8jL4P/bwE1WePPIRWZTdWV89Nz78oTHQbl4PjUyj/wP/uWGayVoLDxMlqtxPdZ48QYVTmldKTE8fzUfEqIMycYK9WTS1jQLU7cBsIznlHTTVxC0C1nWnbSNYS+fWt/dRUd0iBhzw4AF/+yV5JJj0k0+xK+TcADa6DQFwnXNYsHZoToFrLv71GLlM9ro3KknyZ9IBBdd9chqv2icEsIbKGlQcAo1htJyiTCB9b+kO9Xtl2fiVFTHViZbQNIFIsabH7d+dnqRrDc9WbWgXnQHtFM9Xz42kAerZ2XaGZEqUZUN1ewaXTkr1X9WpowJUZGdULWuxWSemSTWmplaqpdtzUot1ANWgEWpdjM4sxVp3CWG1K7sMBdYOUWWLQxf07dcaPfBnV+YflrjJM9ewFIHImTVbWEB09JjcgthCfzHhFHPoc8PpLgXv+tXDf5zLi5TldYjS7/yI4JWW81u95VM+b3tf6tff+E66+/914wr1v7/huYtckvMTUF7rVYlCdbpNXFBaoru4CqhJUt5ZSMspZspILqo38O81Uqz7V6qr0912rEz9t4gDxuTMrUzXVSr5+ZrWd8kbYnOj8rVPmZP3UVLPM9+s6jM4EZ9xuIvYFE3SCjGNmdzqJqOYfbil9LbfQQGm/UMZFvAbKPbBErDu/9wrgoqeh5Dv4ohzi6rSBXTUDzBWo5sQF4vREmUSmTMmbmUHVL4NIUE03kanmnOPUSgtRwkyPajfoVHFsF/m3AoCVGaAma4o3UlNdFz4fbULwocNHddKfegyuQ3qDaq6Y6hjjY3vhezLx4ZbAEwrOOQgpIyxPg4Fi/6FX49lf+V29PnFiOHufCMeV8m+l2Jm0ypP2P0lsc0224+MhQDhqQU0DrVZzACyhxi31+41A9ebG0hHgH74LeN+PdqoCMtE8O6fbpAFAu7wX4UMPgiaRNqULKh6mK+Man7X6JJgYUddyjCfMPKnvwz8vQbVmsc4Rvdlsq8wvw+P3X2EyYFaMlzwt/w5bFFy6IBK0BVNdKqdkda6UPDrcZDcrtXT9mmdJ71g84GDMGNTpVa0s1MS4w/3bZqo33OOzkzHpfpaKaMvhDsYBV/5Inq/6ecokCDPybwWOIiYmupfumgIAPHw2A6rdBrwcprom5d8J49oRdSNBmQHVV0q5ZqgmKygD7RWstGKUeIKlxJhZMWpNzvUpzxb9GaaaEMsvQf9dBaA651W6+DDv4y1kqsNVgIagsYNWeQa38e9Ifd0O9hfKABPGcIDM4dnOnaLm9I3X4nkfvg5XkmMgst6ckhbGq7JFhFfRknwFqjmh2Fvdm7v9bqEm5gZU58u/D4wdwGSps/5Vzdo5jcEVo8wj1Moz2FU1pjCirs1iqvvpUy2XL60KsEwQo+qZhMLE5AVwqQBSlbVVxMeEGU/1GU8HACRnz4LbXhhffINgbT70s333rdzKqC/Oa2O3iy7YC6eiEqr9MdWDGJX5SQsXnP4aPNrJqE6MVUAs/w4ynk70Dnrb6MW5BNXKrKy1CMge0wAwRRqYLXceu3b/lqCaSwbadL+W61Sm0221zhGobscUDXlsV+8bh+sQJIxjob4eZVm36KFEyOuuUPh+4/LvFKhuLCOSTPUffHkBf/DJh9JreCoxnL6W//S2P8Zf3f16cOmf0WKTYLGsoZ6SE2LXwVdqPj5aDfGuaSfFVAclA6p5mD7fnmyHwxwK4vsoub6eY9BB51Jd4m1feRQ3vu6z+KH/8yWz3azzN7B9jMqaEgBWpwFp9pcLqr/1HuDtP5TyPciN+lkwCrzr9CyufV9Ld3xIpNFiL1CtlG+MUNSqexCUxHVF3QBIYsythYgropxguXwcfrIKPzassuM0gdosHNUWXHlQTBjzKlxwvTgmrhIy4jwdGDugmeowGmC8UEBPbncEqjc57v5n87qHs3pzUcyLOWcAZ0j8KvxDC4gjI/8uVX3sqtX0uW73QVByzkFlp50gYHjGhTegdbxToZwX5yWoXpUSkS302ExFUxoLcbRx9ewTcpdxHAIiAXIUMt1nTzDVFTieD2KBakeCHcLNAF+tjcOOkvUQ4nkPgvmHBNOSB0hpop97rq6pzmGqGUuz0xvJWtphHVPKpbTjSZ8vVRv24Nw0jVCu7Ppfq6ZayXi1DNYXA8W8nLQZ+Xc916jMbrO1Gf17k8QkQVQ/2Uhe15SUgdYSVlsxEppmK6rT1gS+iE2jcS5TrRmxHi21CuXf1uut6lP9wW8ewwdvPYaEmvupQUu47+qf1ss8sOvLAADmVjsmgSoo4/g7/6/xD/hz4C3PAcJVEM7w6dLv6CQMIxGqEuzEXlXL5BQ5xpDgwrELc7ffNXT7M9VrNF/+fcOeGwo2oJjqBEnTgOpqMI6Zyi5ttsgcP5XY87vWVKtNy+VV/3OepJjq8eoeECZ+01pzBdGJEwCAynVPAgkCgHPEZ4x7OmQLHwDAidt673+Loy7vZ44IF8zWNEPMBgXVG7y+Jyu+1acccHZPZJaw7qs+mGo1bnFCBDum5N+NeWDlRGpZEnZKMCsyIawc3Znsc8KIUvWYZTWoPodttRZlfZ7vip7yuyToO7u2NbOTdK7QHtd6M9WbU1PNrf+LiNYWkEhQvUR8fPHQAhxqJNueYqqDdA/02xa/CRCg6YsE8VJyARxZQlSacOW6DkCABwOGugNMV00CriRLE7jjgmVAkSunS1R2VAk8H0SC9zjcPGD7ibtFS7cHz9Qxtyzrct0Azdtvx/zfvwVUGWA9Fkw15wIczz1gPlPy78oMMGaB6uz86+Y/AR79EvDOFxdvnzHwtbN45NO78ezPSVZP/p1UnialvrNbZKU3oZ5pFLXqLpSkso65JdA4wbEzy9rdeb52HB+50QEBcM29b8Olhz8O+IeB8hRcuR5R8wfLhAx7RculBKoFW4QXXfYiHBg/AEcBrXCAkg3JzmP31eLf9nL/646iZ9w/fy8+MlbDqkOMqV5BRPK5ybAMl4nkxtipMpIw0eRAdayEyYohNds5RtPZ4O22TnKXyw6efenF+KsX/mhfx39eguq6hNPJVs2QMxHKFjiMNHHl7usKl3OklCSOGFQrJJBQ9LRzgxSodmW7LMdiBcbH0hMY29yMtq3BmHPg6DeA97xUMC3felfnwTCq2R3Vp9rNA9XtZV1rJN6vAOswRTPHljO561JTrfmVnYWpwbmZELoeSf3rcFcz1Nna2KqcmCw1xTmakPUkxI3gOp1MtOsQBLJWuxVvHFSriRkBQ9kX7Z5k5ygJqpdxYrmFlUQ8CMfqx3Hj11+D0qw91MiJWW6favX3Wu7fPYzKesq/c6nqzRs77jq+gt/+lzvx2/98Jz5+1ymgMYcvV8r4qFfB6vjFAIB793wVpycEMxd7NdDV5dxtJYzjOucwGHf031U/XUJz3kdZsvfciVGtKbfrEiAfEpq9IwxjQaeUtmdkQJL9s9ry7ycUJBZNTXWCRGWDeYiKV8F0aUqrcoQruNXDu48+1epYIquPuX1M46VxQJo+1qJV0KVlAIA3Owt3VrBfdMliFOyWKA9/psv+z020mpKxwRp2j5cRVMV9zvuuje9f/t0tJsqeVVMPBNVi92/S1/PXAnjVGSP/nn8QYDE4HITKjM0+JzJ2OXX8qvsvcGQ/aiZrZ31fKcGAB68WDr9lWUP3rVJp09tqsVYLq5/+dFrtANE+EBDJCEKIKbfZJA8LEz0Si6lQierMp3nJx40eD4B4bU1PYNWzgNBls6RM6meZ6kQi37bsYX82vgIA0PLWMF7NKCRk2C3XKlXZe5a4iDOgKAuqXeLqB07Sx6S6n4gShjuPG4Ors8vi+o0aAY7+7Msx99d/jVO/9/vid7dB9bma7Hz7fcBH/zvwth8w+9Tyb4upppF21Qcg2qrWT8vlF4tVH+1lxKsM8YoZo6ikjLlU3xGd6M9/hlOumGqGWmWX7j2euCXQJMH8mSXUZYL47NhJ3PfESbz6Z1zsO3srLj3yHyi5HKhMwa8qwCzZ6KrVCrAyDZQmUqD6JVe8RByfBNXJII7wioSalSVQI6Z60yKkIX529Vb84e5deNP0VE/lbNKU589pwYFYttrchVZLnk/OUK5VMF72QOQMKYp7j82s3UYiQfV4rYzpWoDnPb4/9d95CarNUZ8bUN0M1aS1hctmH1+4nGKq49hIr+FQ8SB0fKSMf6RxmWOBh8npNLvn26B6zfRZ5d9+P3DT9xrDhK/9XcexMJpo7Y0r5VeKqU7Jv0OZUXZLRqvTIzvULfIkZv08QngHwhruYJzryzjLVLvc00x1kJGSqX6bSw1xrdlthSjPZ0cUW70ZoNo2KgOA7792P9QUhZEy0F7CfSeW0KDigT1WPwGKBdCrH2dtpeCKYDGYqslyreuBdH8wWxuwVskfG0jOq43G8SVTg3r7kSWgMYc3T0+ikuwCcwNwJPjS4z6E3TMC3CV+FSv1/IcFi0OcjS/DW8++G1/y/hytx/8ujn1+F478527EXAItl2JCJuCESY8Eq/Jv8sn67qWO38zaji3/3l/bn78BNXFjFEkkjonwCIQQzFZntJFjiqnmFKRL+y+jcpG10brFVPpaLrklcOk4XwlboCvLAAB3ahKuLKthDatuzlbnPPIF07v1MYp2JO5R6jQwVfVRUky1MyhTvbHr2nMdcEuVUPKzDNNgTLURpRMBqJX8+4xoQ9MIdmEVEkBFnXWNz134AH7d/xe88tYfEtuT8m+lyvnL+MfxsWmhBjleF1LBP5+dwdnGqZ7HNkic/L3fw4lf+VUs/OM/pj5XrQpVl4UxZQy5SS0MTeTVVBeUu+h+1OnI9zsZ8Chyrq+4YcY/qi5DZlQHrmSqA8tXhrAInHBUvSpavlj26/WfAgCslOcxUcomczqjUlFMtYe4le4z7MgDYTJzLVoCivEs3qRWrMeXmqmSqrklMZeqH/fAJUhb+8xnsPaJT6SNy9g5Kje59W3i3+Y8cPTr4rVSg5TGAb8CKOdkezw8cXt6O6pFVTbqZ7CwaM5pvQztPQRluqpAdUFiXF2TnHBUq7tRkYaWzA3EM2TptO5d3qit4MDYAaxa+ZbAYUBpAr5UbulymZoFqgkBpg4ilqCaIcbBCVGapkB11C+o5tyoOW1QvcO61wBiLrjZCtM7zt6BJqcA57ilXO6JRRJpCJ2QJmIinh8lthfLUiHisDZK47swUfY0eZgkve8/HkWgMklbrZZ6LJ2O8xRU9zvJ3pxoykkrQTPlONsZkkmKAd3iRM1J3LT82ysrKZT5G/bsSmdC7IcQ/Y/f0a8bn39TerdrnRMIO6PuyomR62nBsVlQDbLlScuZdf2g2joC/ar7PE9NxHcWVc0Zh5fpI57XUivLVI8F4vpblkx14AYg3NTa5oUG1Zsg/zbPDnG+fvzpBxEqIzFSBm0s4aHTywi5OE4vaeGjz3DgpNjIfCYFNNYtORLfAnSOY63VGQP1qd6CPNy81aLhnpOraK6dxD1BgICJ9kFt5xQ4YZiV7WJir4p2M99tlDcX8dmzv4SEV3DXiWtw6O+/pL9jsRzcPYrxmqhp5sTV97pSpnjrBdUdw6n53ew+1UX12lqOShloIscfWd4yW52Gq+TfrqmpJpwXTrhEqNIbCaotpjobVLZjKUURqJRiulNTcCSrz+oWE2pnwI/fArzpeuD03V2OY2sjosrJuAHfdRAoZ+M+5d86RbcJpnzMGnNKXpdz0weAV8CvSZx0TbU0+6m7k6jLZFEeU703PGK2c+ZebTbjyWfZAp/Cfac7wfinztzS89j6Dc451j7xSQDA/Fv+IfWdAs+qy8J4vy0MGRXgpbU80LEUWEXk3kIdw+ImgGpkklwAkMhnEWERfvG7LpOLmWeNK71h7A4ohMcY88fwrAufhZaXPu+L1ZOYLHcqbZQKQEW1bOTkYTPz7JMu0Fzaw7uOq4+JbZJR2XIrzXjPr4i/o3GKYHnyMjRkXe/CTW9LK07OlQTc8izQTvuKdQ5k0kKBT9tXJ1vHOnd//vbrZ3B6TZyDLz2ZYHlMKqcAwEubr/KimmquEkAUTmkCNWnWS6X82198VBtOjY2VMR6Mp0B1mXGAM1QmRZLZgOrd6R1NHURIFFMdYkqaQir592LUxf3bTvaFa8aQblYoK8BZ7tg1zNGMErzgr7+IF/7tlzfVlPG229+GP387xZveQnEKHpaUYqIgYqb6orewVpbzaLILa00xF3B4C+WJWYyXfW1UGPdBLrE41jXZtWq5x9LpOE9BtUpvnZvDl+pveGh2XU6dNGFCKyd/WnFN9PcA4EsZr92/d/902vwnsFrNUFWDyTlKq4cBAIeW9iJpOULCnZGgxFYNtmKqlcwyzVQrUD1hBtq4+9/ZPfImWrzgtf3pDgPVdg9gBaYtozLFUGdB9WRJPGAaERWOowCInJQmrABUZ3u9buS4M0z15XvGUBlT9Z8l1JsNsCRGxMW15CUtnJ6W8juzlfyNs0Qz1YmFJVI11R//TeAdL0yXKKiSg4JETqoSoW/Wu/+wTYnuOrGCh5ceAScEjiMY3YYvkl67JKhOvCridv5D3GnNYy3Zpd+fcozZG6fiPDs+x8yYSIAxxwMLVT2uap23znupg3nMB+d7LNOxVBAl1SZAohKRYtKytzYDhryaat4DnFmT+MoMYqiJdeexMVdKgxMYpnpyEk6Wqc76SABiwp1XRnOOIuFSyir7jwclxbz0mwVS8u/eS37hGQKwfOw78hd2rHZ2QQeotu6xPphqV45zdcfByme+gPmPfFW3mgOAVTKOJopBdWLVzeOBj8ORz1BVKgMQ3HFsGT9zUxpEH2uewWZFfMyAE6dSSX2n5N+aqZb/rvUC1Z95DfDW/0f815dRnkqaWB/ZY1wf3Q42Q/6dt+bxhkhgOSzCf33yhfj+a/dp8zHAMNW+5fJPWISLxi/CgbEDoE4anD60+zbMVsxc6FmX7wIhwBte+qTUcrbnTLKS9oIhqrWSAtXEhWaqN8mYcKWZPu6VtTo4A+YXZnD7Da/CN578e1iZuBTtu+/GwtvfbRY8F6CasXSrrAXJNsctJG0Hx/7pVhz9uZ8H9RWotn6/1QyorhfcS/WzWA3FuS2NuYhLXJb2AK70QvD0+JFfU63IFEIo4HqoVhU4dpFEEUqLx/UY8MxLn4HxYByhNSWqMg6AozIr/g7uBCKZZMu/AWDyIrSJHGdIrJPEnrxOV1kDLE8t+a13A39xIXDLW8V79Tv5NZkgVF4f567bwHaID3zzGB46W8fdJ1bxraObJH9nDORzX8Llp4H9S8B3PMBxrHGy6yqJLBdMnCai3YLEYN4MQg2qYwTjM5goG6Vw2IdSJWxFOkE0MT7eY+l0nJ+gWrvUbsLhn/o28G//s2sDdyon+i7pYT4iH/jcAtXcNYOJzVQr58p5q9Z0MtO+pOT5ug6IwhG9PdvL8FkbjTMBok+5eOhjexGuuh3W89Riqj3lNK4lSMQ8YNtS/l0aN6A6R4bXd+Q+r/swtNlpRdXW+O36SqZfbFSmYrxU1dhHsdWOnJDHyB/YS5tYU81yJmaVSbF/7pRRr9fhgSJikqmmLZyeJqn6V3015DHVcpCkgT15t9y/v/lW4PAXgdOmx27eZLG4prqPP3LAWLD6HoYJwx2LJ+FSDs8RTMVyWTwY9s8IMBr7VYSt/MQVWT1rsv0A5nY9ESSQv4mUApMSMDMugTdx0G7UwTkHU27/6wTVTkZSbSe6ltrmwakc5ztDGdY5GlQrw7nd1WnMTYrPxn/3DzVzQXrc92q5VrALGNuDRBlA5jHVvmQxqQOmmOrJSThjsv5cMdXhimHSnv3rZgMPfbrrsWxlcN2KRvxeZQneOHHBafq8NOIGkg4JqQTVfQDdf/7+cfz2y128+7vzn59XPfBOeHED19z7dpS87GS4SHKcH65cvrLs4eRv/Tbm3vspnPqW8Q5Z5jU0NKjufO6UEgtoP/Sf+qWnnqvcwXw9xBcenEPrxMv09yfbm6G2EpFYBnd0aQl01ZhwKUZ6rOyl/u0p/z4jVRGLjwD3fXSAozG/eSpVbZ0LfU8V1FT3uue67j3jSXGyfhJn5W/gsBgXzVTxxAOTSJW6KU8X+1riCfbX9uPCsQtRiwyA/rcr/xGnJg5htmY++6efeRq+9rvPw/dduy91LIFn5ktsPlO+wdNMtShfkeNTHzWV/YTyNVFRbzXRXvaxWjqgP1v5np8Xy773/cZD5Fw4gLcWU2oBLMhWhHEDa8fLqN99Eo2vfhX1YzJJuWYB54yBYKGaon4GtO1gbewA/MqTEQVEmzu5gSJylLdQgfxbXkeOPDdjtWn9XRLGCJZP6n7D1x94IsaDcYAQfPxpBHdeQtDeS4FrX4rxPeJZS92SOM2SgV9429vx4HOeg/aKp5lq2wTVk7+RwwnONnP6dX/znwBw4D9+Ezh+q0nG1mbF+KeUqxsios6/+Pidp0DcBoLZT+P9d35uczZaP42JIwkePfi9uPeqn8QP3r4bC83Frqsksi964rRRvkzI8dulaQSqJI8nIJUZlH1H3w+iPLd7NBpNPQ+bnpzssXQ6zktQbcwPNmGG/MGfBm5/J/D+Yrt0LgdoQroPxoqVEY6G0o3Qs4/RnExfOlfG1vflTP1a4Lr6AZhwH1g4pAe/kycuxCOX/CDWqgdRP1lO9fwEgMRi8nyZKXbsmmql49U1NhPWALH+rJv+a0gRkCnQpO0wTE0syYybZaq5q/tTZ/sNV/wypmTyZVE91GWriIR3Z6o3Q/7NtbTCHH91RmTyOCmh1WzAA0VIxbXkJi2cmUrX5GpJb/acMwOqU0w1sUC1ilb3wdae8POCzzcrFhvpydWhxgKe/gBHqywmVw/vFUz14y8Qgz53fIT1gnvs5KMpUL08fSWqL3geAOgJS1BxMW51CgjrDRxfagFSDWB14hsomFWfL8L8cpdOXqpfZ3tWm6WVrN8Bl6BPgd/Z6gxagfjsTDiGOekgTnrc+FT+TY3SXqA6C6YMIPOYatnL3aUeWFM8VIX8WzHV8kGrwJvjAc9/LfDbQvmDxUceE9MZAXZkfahMJpUr4pg5cUFDk8w9tnoMz//Q8/HbX/xt/dmZ1/0las3+mWpGgEf3kUIWvNI8ged85bex7+w3UfIzUwTbSX8ApvrSk0Tf8GeO1/Dq6V1oE4JFNoaGkn+HnUx1mVqKjmPf0C/VWDlZMeNjZfnJ+J+HvxOEE5wIe4wPA0Qyl064xycM6DDy7zRT3ejFVNvGUB//DSDqNSknqX+yb+wkYo5wJ/Web0KJgNr3fQv3wZftEgmPUfKEeaXteaAUcsS1xw2GC8YuwIXjF+L45IMAgJqzgFMTjwAAJktmfCv7LvZNdkowS5aSD0vHUt8RpWJMXb4SVG9Ca0kAWG6mVQqNZgu07aBZMdLjuyKgOREgOXsWy4/KZNK5YKrXMrLZRTnGxS3EDXMemqdVhl7OH2/+U+CeD4vXyt26aEysn4ETBvjW9b+KpfBncHb/S3XiN5C12p6vOkm4ucSJ1iHJkqWxMaPS8r72f3HpsU9oQD5Wq2pj1nc838Wf/ZiL6vf8MVCZQm2vANXMDUAp0WUmZ1//etC5eZx+/zcRK2m4NY935XXqMBf3zT/c+TfaY+TX/tb8TpPi2d6U43aj0UU+PmSx0opx+9ElBLs+h9Luz+JTS6/FSrjSe8Ve0ZgD2Hfikce9GKf334jlPT+G+snVrqskjhwXvBAHD4pkfxyMo1KXz0NQoDINQoieiyR93P+thkl8TU4UkQj5cX6C6s2sqVZmX8e/WbiI6v/amxiXJ4sS0+vVks/ZGeJSSU2ciycmvmPVAcABlg4D9TPgHPja1K/i0Ut+AHc86ZexPD8jWGwr4sRcFG4pLf8GbFBtMdW+lLZtIOvGc/6e1MS5qM5rhzHVttJIXc/GqKxY/l1yS9g3IQaSY4sCmBEm3qte1tnYTKMyg2XMHzCzZwoAQN0yWs0GXFC0EwEKIreNdongorGLem+bRtr9O7G8IYiuqbauLft6z6sVLJBDmo83b+hT7c2edEBkNJf+f/LeO06O6kr//lZV5zQ9OUgjjTJCIgkQGQwm2mDAOGGDjcM62+tsnNf2OuGccPY6YRMcAJNzFCiinDUaaXLu6encFd4/7q3QMy1pBOz+3l2fzwfU011VXV11697znPOc5+g5lvXUk480ASa9NcKhWdK0yNmnkD8E62Vg0JloImEBqkbjQhzRbleihjViUTfbV8xk2TUw6dC/gzMAO9XM8ldSW60poPqPl/2RB6958HBHkP9XUQy5r1QsrwnGHZrnrsf72bvgtXKXmTq4CkTqHFBtMX0sWyFJDbZ7oisKajyOGpOg2s5U2wDGZuZE6qBWBg36Xpjh+bx8ZmYyjiCZKfu0BqXqtqVq6AX3uf7F5l+QKWd4+MDD6KaOWSox9vvfuwB5JqD6CNf8tis+wEi4hq+dev20murKOt4jP0OqZ49MbYhcAMIl2J2JsDYUZEg/Uqba66zaAWaVltE5vG3t17hsaJFzUtdPBikPXMOi4VPoKx3eGTsaOxyotoXK4lPo30esqfZm//LjsPOeI5yFHTSpAp6ZGuCYXvcM7hJ7pEDW4cxy7rk4xo6xHfhNG1TLUo94qGLusPvQTz3HlmgLbbE2trY+xap5f+a19Z/GkrLdM+leEPQHnflDGZtCWbaDb96eaw6ofnmEymym2MImca75fB7LVMiH3fKY8GQtd58ogdegXNT+J0C1Tdm2/Qe77VM5VwGq833ymUsdhOwoPPM99xjzzpMbHQpUD6Mrc9F9srVm4ByKssVnOFIJqlFUSka1eUf6PnKNjsTca6dtv5uiKceBVSYajrC4dnHF3hE5h4dqBPCxFI2irkEghjHhAr1C5wCGGfR+pfheuY74TB9bhqqAaq+AZfdaN+Nfv5CN3SnGpMDkrc/umr7v/1Hb0jOBaYEW2e+8dyB94DB7zMzK6QH04InO36nkInIjUzSsJnrgL28WrAFAV4XPovrKdLTGUEzhV0VLIjijYIDfDsjJ59848vxXyspuApZJoqbx8BtPsf+VoLqqUJlehO41Rw/OfJ4IaJU+meDWKipHoFVa0oFEdxVU1WnqqcJCMlNdsTJOsYDPh714GaYmWx0MMabPZjIyF4CyP0afcnxl5Bsol6bTv31+t6banAaqE/9t9O/D/ERngvtXq6m2M9WKpjiOkjYDobKgFnQW8b1DAiRYlg2qDy9UVpwB7eVIVo3+Xdcq63u1AIV0Bj8GJUOMpYlwni+d8SXaE15QfQh2gqFjKTao9mRhbEfOO448YnrVVG0PFQCzr/XLOdpGZab6jAWCcpY2C7SkBYCurzeZXd/G9cdej1/zo0ixrlKhOqjWR+TzaJnMXymi72OqoD3aoFqL+ImEXABczuTpHMk4mWq/78WB6mlYfIrg2YlNJ9IWazvicUxL9dwUcQxN1dCrMH2OTP+W/1pApB7TrqmuIsamyEtiyei1Go+jqOr0mupyluxggNyIJzPfKlslSlXq/0kzRkdddkJADNxQxHN/8+5zvT9d6ciU9ncBLk1+RpnqI4Dq0XnH8NZLvsAzs054yfRvnOCKwt3Hl+iSGnf1aYucojBYDpOV5StUEQuqBNXCivhpHppHWI/RmooTtxSwICoXmvbUUnJWGcN8ecDTYTPVh6B/Tx6B/j26LsOuv7WQj50v3tgj27oZ5WkBcvBcdc8lr6B8V/Q1sBkjh/r2Fz/7mTLbrEjGUle6C78U2bPbuSUjgYr13KYATy3JaQw3Mis2C0PV2dyymlJgHGTgLeY/Mqj2Jh2CI7vgwCrP4e1Mtfc7xbZGVXB39GYLlS1ulkKIRVFTnQ/VV2xXDAvxNrMsz+l/gv49VaG6kBaJlFKOctalMpWH0mKcpA6I8hfLFO2/ProN2k6S+6aqfoU1OUApuMD5W8E9blhmiv22z4nKzv4q/rWdsJJjxx9zs4K6pVGU2iyKmSfsC3NCY2VdvS0cHAi746Vk+EFVKex0ga5V1vFnZHDHMyQ0xc5U+9mf6sbq28TEz79IqadHBF+n1pp3PSte1y/kp4/vJS9ZglsPHF5Q6/+Sbe2bAKWMFnIFkg9OrcN/ETYyuJdcdH7Fe+V0ZZth7nw/7LoXfi3Ze6qNbRTmNkTRZNeBgCkp294SCPn8z4SookvmgWIZxGMza6Vl2/9KUG1Tvypqqh/6PPzmItj455kfqJgB3dPfcCplxjEbVB/heNLRUwzF2acSVHuo3rJO0vQdup+mT1XdTLWlwmQ/5XQ/B7InVWyXCszFyqUq3jM9svE2/dsWDAFVtNyCSqGyl4H+7Vp1+ve0KLlc+a3/C+rfxUn45Svg+8tdtc1DmXywvdF71a6p9gqVTaF/h3yhaaAa6dSUreqZ6pBN/345MtVOhMSdmRqa3YWwkMrjUwyKsk3ORKTAhXMunHoQ+f8pTrlZxpTBKD3iPmxqtd7SR1CoVyscTqa9nlmP3ZmZLVR2+nxxHTKUCFhiIm5d0MDdV93Np079FJZlOdmccqG6Y6WnxbFUq0TrArEwDOdkTbAq69WSEYK+oNOapZDL0pcquJnqwyk2H8YUbep+R/tM2krdqqdptjvmjKqq5Eda4WTwCQsi9VgO/Xv6ualR2V5Dk9FrCaanttQq9/Zw8PEGDtyDWx/bdKz4d+gQSrf/jaZ7QLVPPquBsAv4yzk3ANOXcYVbNg5tJP3MM+IP5Sjo30e45pGAu2ZNG0sV2dEZjDPTftbh7tMVqE8CUD8JRVVlyIiQs3vLVs1Ui/vTG3CdrSJ+AiU3GF5nKCQ8kduST6xfOf3lqXMsD1XWWpb73HtgC5XZ6t9upvrQwMkqlRha68csqzx3117e29zI7u5nYPPt8Nd3wE3z4L5PVexjg+ZKWOpZO6zp35eiMnDnxlJe/FprSIBs5xeGc0P4ZKZalc93IuzD8owxh/5dMVwsksEkQS1InQyk7vPQuWeSqfZrLqjWLQ1uu975THEy1d49xDmZM8hUzcRs+veCxhiKAjXWJJapUJbU51RIZIsDLBTfq9ug2pOpNk3Y95irbfNymQzMbE0287NkgjKWSKBMoX+b+SJGURUZ2R4p9nfaewS92VbqP0Smujg6QDEkAsk1icrSjXhUrIV2IgdF48qfPluxjVUqOcEZXd76QLTeGahly+90EcESoHpuYi4Rn5u9tF97e6AX5cHKPZVAz2kV6Jm3QhKERfUW1u3ZwuhHXkXfD+6g933vdnt1+yNQL4LkAz3P8Uw4xHCgjYe3D5KX9O/xiQmGJ4+guQTC350qkvn/0ko5+NM1cMcNM05IbutLo/gmKgLbu0dfekvKoc4BTC2IYpaJaHKOzU8RCetd7742TSfIHgz4aY6HQIpJW6rwnSq0Vyz7+T/yuZQcUK0TD9cfYetK+18JqnGcP3uS0mGNbHXxwI2Q6ob7Pw2Pf/3wV9B7g0BkgquY7aweyYcw7ZXG0JwHWAv4q24bkgvIopMOMBQ9yNqOP03bRlEUXKEyH6T7KKWHGS+Jeg6/pLilY3MwRqYs/B76t0+eg+pR/zbtCI6d4Q7GPaD6JWSqHasgCh5yKzeq/n8AVG+/S9BHJ7ph1/2H3dTO0Ln6AKDaNHAP/TswpU9tUAsyt17cJ7s/sinp3wVD/J0azLFr9QCGzEyHfC8fqK5GIWxKxlAkwCtlSkKoTILqfKRMTXCK0INNx556y0tZJ1NthD2g2Hne3ffKmRHe8PPnOO/bj6M7mQf3gNaUrIhzLNXOVL88oFo3TCdjsbQ1gaKApRsUQgJU180Rjsnta7s5/ssPuaD6EE63mROfa1aJ5nkiSjs+AaaiOplqf0NjRZamkBM11XbJSWhadnFmNhUkHX3tpYf+7TBQ3UXNqHLJjyiaZDNZLCDa4IixVctU+2Tdpd0KQ5XtWWyhMjMrHL/Jp5539smtk2uAXT84vOPw5/PfYJWgWszRXiZCSdaHF40iI3nXIXv4uT8x+uMfA26AeSZ1zkfKVIf9bsYpNLWm2vssaTNC8AAUg0lMVeG4xWcAUD9pUVAUMlaYLPK3Tq2p1kv4DBF07gq4tM8SfgIl17G+ckETv7j8OOfvSFnc7+zLso5BcetmAMIniO8wUinnM1sBOiFBdULWeNuA65k9I7z+56vY0uOhom5a57xuHjFYEwjxzoRC9h/vhh13iw/W/KLCd3Hmq0PcX+99t7PEOhadqc4qW7/4TK3hZKrF332j+9AsOS9Jhkw85KeI6/fYLT0rA5kmNSGxLjRK/6pL+kQhLTSNoVXNKsrjLL9ok+fMJ3LceoNCtlP9MvUUttfTeNDH8tYYtcqk6K4kQXVnvQis15VOJRtpoWzI3+QF1Q9/Af54NTz4mZflnByT2eVry3u5uTbJb5MJKKQw81n0grwfsgSxnNEEcO6WoNrOUB8BVKcmRigGxD1cOK8yORRNiGfQJ++pzaTZM+hmq/VUypm3dJ+4b5o/4vq8puqwtGxQrSiK02MaICp1QAIeZfmSDPJ4GSWAW5LpmbcaVeE3N2UXc9XuFxjeIu5dYc9+yMnfHa5z2mf9e3MD72tp4qaepwBQZYvTMCW6Rmcw39z7Mfj2Atj9/04Us8Ie+RLsfQS2/WPGYF/ftpVX9G6o0AV6vv/Zl+zDj8vWiP5yCn9EMgjKnkx1cbKS5THW6eCsYCAk/GfZVrMUtPfz+rwzD6rl7JanluGMsZna/0pQrUwF1UPb3Q+Lafj1hbD65/Dkt2DnvYc+0DPfr/y7Sr9ncB9G7QhOhKXKgWB46N8htzjUS4MOSUr2G6/8FuddvJHvvPmdVY9pgxfTUmFygFI+S0oXrXrqyqKOIRdppjxU+UDonsFnq2RqdiRY8WSq+zaKf+sWQODlyFRPp+rODL78HwDVXiCd7j30dlTSvx2T9V+a5XPo32FfZZ1rSAs5jptNPbRMMT5Nma149PfbeeS/tvPQbwWVNSwppUcSKhv7wx/pfM2VpP5xp/g5Y7vYPb67YhtbX8DygJrGWBTVFJNZfrKMDwNdtq+wEv7DZIWn1PwVJp1MtRHxqIVXqakeHuxjTdcYB0Zz5EvTQbV6CFB9uLdejI3nyliWyBDWRwPURgKoRUPWU0OtrLP+2ZP7BCVUgmr9EL1S9bydmdVJ1IfxBVRMA/LhRgdUh+JR0Z9cCiMW8zn6UnlQ7NY1L3JanzK/HW1JhkvVVjy9At1xEtarZZ+O9B2ez8N1nkz1dMc4ZNdOy3YpqqxLnkr/zu9ygUZurdTSqJc0xtRLj7gfrQn6twQmQfHchIJuJrYg6d/9GXd98ik+Fj6yCwriubOfjZcDVHutJlwZ1PNG/pVDCNZ5zZCKu10dr+b45Ak0zBHguG4SCopCgQC6nQmYuv7KObRg+dkfdEF10fITKLrz4qkNcbQJd72LF5PAywOqjclJip1dAETbxbU10i4w6JsQ179VBnTqo1JEMluibJjc8F9rWNs1ztt/t9bp51rucesPVQvm90NK03jB4ysAbv2m16rRboBy2G0hZHrm5vVDbuLg5Yhbmz67flqhe9cLjJdTaBLE1ETEcxcP+ipahboK0N4jWdRIQNYgQfV+6Z/MJEsNlaC6JNXzHWBgdwnwlsIoL2+mulA2WKD0csXTV/Kb8o00KGkMU6Msqev76jeK87TirF75BfY0vlrsaPtmhbQQvwLRuunlpIXnxytmyNWhEBQm0GUgvhyro3z8WeK1/SzZivStJ4p/w0nnWNPMKDOZzVCSAfOWuZU03UhYJpVsHR8Jnjd2p9xDeEC1vVxrgZgzx5TRyCG1JSgRksHSOXEXVNuZar/P51B9SzJ4YTNKIitXAmDa85WH/VcfKaNYBoVwI+c/0VTppNu/O1IL9QvZ5fezXQYiHkw/CVgOoyhM0UlyHNKGd8G634rX/w/bNzo2uE2qm0ubOPLaVzxwgA//9et8atVDXPyCBZa4vztSG9k2+tJKp4b6xfVTjAmKqgg8mUqNO3G98Ce3RzjAyC4HZ4XCcr3UZHmdnFsUpQqonsHyV5YtjBUMp/3aTO1/Nah26N/eJvfg0jYAttxR/SATPdD5hHg9R0TPDwWqbQ6RNo0eWWlO22zLk6n2OEdei9jiYYEIF1zyAxrmnHWIg0rFOjTIDKAXMqQRoDoaEL+zFEySG66M8lseAOWTzrLf5y7aRrkk6Hb9G8UbHWe5meojKpEe2SrWz4pa9OoL2jT698he+OlpsP53L/lc/sdsZI/7empbiilm+z0VTrDd/sNSnUz1VAfDZwamKcyahgSilLEsi4FOwWDofEHUA9k11ekqlOOhdIEv3LmVA6NZhr7/fYq7d9P/mc+QK+e47r7ruObuayqyY7Y/7s0wRvxBRyCimDdEmwoZiPLVTu/xV1ECkBuD/U8LKs9kClP+bj3qOuyqvRgqCsTF2A8Nb4bDsByOWFOtKLz3n996yY73aFb87tpIAJ+m0hAL4M+r5CUtbsIHNz2wk/0j4nsUGfjQS9VndqNkgyMdRVWoaxWL9t4Fr0WXzlosERITvQTopUKB/om8Q3n0H0LH4UimTaPiHKXz6fSpVqFKRtkGOxW7HM3xgzEs69A11dGQDaolM8fOVEftllqS/j3klg7kt2yWO0uBnNzozPhhL6Ppo2NOpjoonYOA3wWz5bw4b5v6vTC5kNPbTmdxj7je6UVRZ8DPpKzhSKC6c8RdSxrjlUDP9LgM5gzqXguBWuf1O7KfwWwUDI7ajEXRBtUJoQ/iiIbaJpV2e6xGhjRXwKho+QmUXFCdTZUY7nbPOVpKivdn+GyvPzDO1+/bQaEKk6dwyxcABX9UJ+gTdF5vS63+CeF8tcZV0EvUx1xQvbN/El2uayOZIg9tE+u1PlBJS70yKwIG62qn6BX0b/b8MZ3+7TXFM+HpTsmEwuZhzzGqaE8crfnse24pjH39nXzvl63E1CvFZ3LaUVWlUgxKqzY2TZLBJAD1EsjcUiPWChtsH8n8mt8RLJxEHMseM4qtMeAJMFovM/3bKBX4L/9NxLP7aZrcznJlPwVLgkvLZCzSR2qe+/37Wy4WL3QJDLw14OCC2pfD8in6PIylcU2FfIryeJ5cuJHnTvocT0evJh2fg6F6rvfslVAnSy0OVw6YHSFrqBSlGndk6WmYvpTzcTRoMzVtdqQ4lx2eumpjPOW8b+sVaVrAAceG5acgRQwtdKeDyFx7vgDRYkuaUwog/SE7Ux059VQAJ2DvVaEPRKLEpcjWeHJJxU80xyUeCNdB/QIeibrsGAsTxT+KFkwyqGmElCI9Y0dIRh18zn3taQn6Uq2km2zuSVX6Qc98XyQXD9eS6olvVNYcp7oPva20sS0uk+vsrSFacivRM+K6rR9cf6jdYPUv4OdnH6bEFsycnRya5IBcqw016ZTomlNKs6zh3Q7O8kk8pfjEM26Py8rguw2qj7xG6rbmjXX0vsD/alDtnP5ElSL5cz8p/j3wbPUQ7e4HAQvaT4dZJ4v3DlmnKW/cEZxVS1JYFENzHDt/KFJ126CHrnI4s6N2hqVBMUO5kCeniHqVzcbjYIrBlxqtPF7JE/W0nWXN02vHLOui7tfUId4GyTkvD/276sJ9uEFsef7vsUe+BMM74Z//Luj9/38306xsa3aIUgLHqtC/LVWKOll+fHKy8Aq2dIwez8Zv5BldL0BupmjIr5YUKqtMIVsJnPOZktN25i9rDjr1v7Z96C8v8MfnD/DBXz+D5RFE2rt3LQVJvfz7nr979rDP171jIgAga4HLKgFv67j6WqaakwG1gHs+Ar+/HO76APkJl0KmxN2xqnr7VC97Lah+6soDdChigq5WK1hBZfbQmAN+1dny2bE/8cMNP5p2fkdjY7JHdZ3MUCWjFjXZeixVQzPLfOWRndz8xD73VGR2WT+EaFy5LNWt5VhonCOchtH65c420XhI/ixJfSyU6Ojdg2bZmeqXh/49GT264zhrlaE6EX+vuGPACE7bJx+c2Twouk5FPfTv6XN6TGambefJzlBPzVTrIx4q7vYdog90pB6Q5TZH6I05UzNSKfKbjqCtABjpCacVTVi2SvP7/M7ALslstC1S1h5v54TAbOZJgd9jWw465Q4zoWQfiaZn1wdXPVcPLXcm36V7hEB3PjXIjfcIumWkAHlVIW8F8TXMExuMd1Wu1ZI10GM1Mqa4ug1dpXNQLXds5tJFBrtcoBsqJ1BNdRqoHsoN8avNv+Jnm37mtIDJFHWu+dkqfvlUJ39dP1VB2iL/9AMAhOtLaGVxwc202DdfMkjlyoRqnmf73Rdi3jSf5hFRWjCWK7HbQ3UFuH2dcFr1KTXaC0fFeN0+azm86c+w/HXig0nPGuKoux+irMXzvqNdYCkMeimdzuYvnv4cCIj7oFgKvZMnsuWEzzqfBf0eFoMXVFeZjywsh1YZnpI6umLBFTM6F5/iA0usO+miZDvYa7CdqfZ7s0xS8+Fl0m9ZmN/MHNUVsjpG7faA6iyGHudX41mGEwIM+Mo5MbxtYHGgssb45WTJmBOj7Hmhlg/fZRAuWuwNBBhOd1NKFRloPg1dC2Gh0t9yOmbZc40u+Jx78+xuEEZpeqBxZDe5so+SBC/RughJ1U3GRAK2zyxbBUpAvHPAfU4rMtXyPTGOZSLJ0ihb9v7u91+98GrOmnUWbz7mzRUA2w4yl00pdjoixn7oOLF2WqqdHHPHo1ZXT3JCMEImPRlwAL1fJkbCtZCYxWMe8UgsuDQX5P6t7+F94StZM2s9B8aO0Farxy37YHz/y9K+UTdM3vyr53nNT57l2w96FMgf+Q/R0cgui51q+XGJgYBG0V1kWnKyio12iudL14IMz/08V21+I8cMnAnApuFDrHWmCfd/SgQSVv246iZWapBIXxKAkpJlTJb0WWrY0doYGhRBjlFLBlIe/g/3nkbEOuMLimfbkAxPpRqoPqxysrBySfh1drne0dj/EVAtB0PHOaINwGnvE6BaCwqgPFalrmjfY+LfRReCnQ2ckqE1TIMbn77RzTprRwDVNrvEdFtq+WIuH997K4M+72R/uIPaUTsVynkKOd3JSgzHsxiWmNRTmcqsgVmWg8EyXWqNB8jretltH2PX0Lws9G+l4p8Z21RHzxul736e/99bZrBS9O6I9G/5r9cxlQDET8BxkoJa0AHYK7sFfWzfwz0ELFcMx3Do3zoTw5X3brB3nDec2k57XZhC2eTHj7mUQsuyWL1fAIhiZ+Uz0r/2Sef1U7J+SOxj3193svKpPnRVODe+vELAOjyodmG5Ap3yezb9maKtsmuZxD1R4QoBreQcmHM6AOeqmysPOANl4qBd3yfnjicOPl11u5nauKydrI2IZysSTVGXE1m1qJJm38jUAJV8nsvVHTtdl5F9OZcsWNE0bRtb8dRxIkollgzvw5RzTrCmeiDvSKZOAdWpmqOjPRVlmYFW8OEoBHnGyaq5z6MrJR5b6OpHaFaYw5snABOIO7V51eq9Q06m2qZ/25lqt6WWZRiUPc6PlctR7u8HzSdaa0Gl4utLsJ4PfZiuN76J9H33HXY7K5dzMtXRmHBSfarPpbbKYNfelHh2FyYXsmDnfnwmZCMWB8JnkUournLk6nakTPWXrjiWVyxp5I73njH9XL1s2iMwtwCn3Y5trZrIxkaLUFQU8gSINUvqfTFd6WhKkNFtNTKquPPIwdz5Fcfs3ztBPl1ylPUVVJYfiJOzW0MWM6Ty47z9nreifun7ZL7zY27eeDMAT+927/ULB1OVJz+0g3y/mNdCDWVUXTjpxoQABn0TedRQN/62O/lSxOCEWbUM7fqLuE4WrDsg5lZbwPDpPSNMFsoU9wt/ZZcQ96fmoPjNe7I9cMyrwVab9Qb57QvvZTZ5pzjPrbC7SCkorDl40KljfTmgpCpBlGbCQPQk5/352XUcf/lSz4buyVX3myxnjQt4QPXXz/46Nyy7YUbnIjRnxG8zdvro7g97AmI2qPZ+98zpnzOx4wrTM3M2qLasDGZZ3PctS4WvqfsjotXkgFy3prbvm0GmcKY2uW2Alm0Bzt5ucek6cedXDW9Az+iMe9pSjdYtw8h5/Ba7jRa4oBoqfRuA/o1kjYTji4ZjfiI+F4DYYoeuppD4u3PYXQ+N8XGXbeoJvip2TbWliVp5KkF1e6Kdn1/4cz5z2memsB9sdWdJ/x6fYNeiN3Hv4xpdHZc6wVZXsBeaPvZRms8+HhBllF4rSxBHpI5un8buYADNsji3UKI508HybBMKKisPvprByARd2cNnn8eGd7DPG+QZeOnMhNX7x1h3QMwfNz+xj1xJh4xn/bJbq021fY+JYEnjUlh8iXjvCOxKgFy3CPQNN57kUP9PS4u6957JQyiAD3lo4YdYW0f/8lvysr+77i9QUGzV+ACUBAspPyGCkQ8Ygs5vGYpzT/0y4BEMT/FZlOmgeiYxRcPpnvQvkqm2I58u/VvezCWvgrfdDZd9E3xBt01K74bKA1gWdK8Wr+ed5wGTlaB60/Am7u281xEq83sUBquZIaNyiulzHLtgzK01MT0LTeAIAN1zsmJfSwM9T1HObb5ylpEak6ImoubZYqXzYkjhKMVyFy+fzz1/Qy+69dRtJ4p/Hfr3i89UV124Kxzg6kt7rG+VW1NUzlfWd0wVlAPMXO7/X+JmNnXRFkgopoUI3GNfg8Ht07eX0XK1SqY6YLn3SVEUooEoiqUQ89Bn23SVQtmkbJiYElTrVpnhfjcLB7BteydN8RCfuFhQdHbtOsjwzTeT2/CC0woKYFamsia/uNmd8LeMbGHSbndzCAphwS+cTy3vw+/5LNjYwDTzCpWFEmwIBvlMYz1dslZRNYtEA+54VhXP8x6po9jxCgDerj3AR31/reiF6+5TPaOjTgHbJf1ooz+VlpO10XZk3h8cI14Si0PMl2dEZrLPmF/Phy9Y6AHC1cduWYJMWabIrCW1HHNma8U2rvqpdCJKZeryKSw554QaZ0afnGp645QAyFFemnxIBhLzqlv77HGWBmrG+O3KT7O7ce1Rn9totsTeCcuNNlQB1ZHIFFBtq3/H3Ey1Pjwsnj3Fwlcrotv6kFzoo7IfZbYyk/hirLBjh1OvPfid7xx2W32s3wHVsVrhoGiK5mSqy0XxbO1LCcbDguQCWreJINjeNoUnSx9yjjUTvHAkUL2gMcbv3r6SUzvqDrvd1Gep6ndplWtmixIlH6onWhA11XmCNNYlJVOASicwLZzafquOMcS8mjYaKZZFoOnuYyuzHon0AUIFAUQveaGGbG4Y/v5u+NZcvnPHFYT39HDmDovL11o8v+FuSkaJHf1u5mxbX+XcSffz6HnhY9w4P8ljSfFbbPr3WLaEP1HpSN+S2UVSBtjWdQln96JjW5hdG0Y3LbY//AyZ50VGZ5OkBivd/SRyMJIfYTQ/6gZ3PKDaJ327Q11yb0CsTioSt49A48g4V9+8il0Dky575KgFCF3TZc9XBQUk4Am3rOayP36KhrNP9pyPB1RX9TLdMfiOc77MObk8v6g7kysWXIE2g1p99yjC4S4FEmSerCW3zdYAkeKyHhBj2BTjiSkA8UXaLEOA4LKnhVZZiu5ZVgGrnAQg648RKKYASBXbBKi2LDdxsOAC8e+RMoWlLPz4FCFsdjjfZ+e9ZPoOUAgm2X7M9cwpf5F4oY7dPavQcwaZ2Gxn00K4gWzLBYLifP0/KgeYV8+lPOWa9W0kb4hEjmoWUDWVYMAFIM56OCVTPZAuONouRjrtvK9WjEn5ualh2OU+6kxmNskC0/1Yuk5vaAm9s85hdLBMZ8cVpGVWW/OozKuRCHPeJJIVuUhlAHv4oGSKhOt4elLMtysKRRYbKgtHVjjbxUt1xIu1DOjrOJR1TXRxsW+Qq2a38VSdjKbZwZWXYKv2VfptGw6kKkFsNV2GnnViXgQx9uze4BLwWpbF77b+jmd7n522q94vrsl4cpHzXrzYiN8I0p89RPnsQU9SbLh6d43Ug48zKcflxPFRCqrt8wUcPBIoioDZveZp3KGfi2m6a31Arv3hWGWQXqmCPYqWxZV3Xsk3Vn+j+vkChp2U/FcB1W7GVZ6+vfjEpmR1mpeJf21F11Q33PUBePImMYBUH7Qc7+nPXFmX/Eyv3a5E3rjgEUB1QPZrNDUXVMddBzcT8taJzsxjdaJ2cpEw8+ImB8oZRhIKuYAAIoUpIkCmbg8GT9bQk6kul3Xo30h+xM++r9xL11uuw9Dl73tJNKTpv6simjh1MZB/B9MH3HZoU2vrpgRFcmvXsuuUU+n7+Cf+/wOsbWewwZ1sePq78NRN8LMzIJ+q2Nx+1iuyPT4bVFfW4cf8MWLFWgKm+/5s2Z4jnS87QMO0dA4cqJzYercKB3BZWwLNNHj7Hd9i5Ec/puffP0zviJuxa5xCRYpudidm0zLZOSYnQydVVXnds0EBHtW8n6SNp8wysfpqPf7sfRWy2RSfaqrnnliUm+NiW8UsVgi0VVyjSB0DdacBME8d5N99f6eeySnHZYr6t8emtOcaK/WS1188M8NWgLUj85ZvhIAh6EmaJibmRMjHX959Oh+7eAkKsqb6EJnqkirnoqDdcUDhlW9dypu+sJLxaC//XPpT59o4VPKSTkM+5YhdhY8Q/DuUKVM6FRztk5WX56yVNBSzslYOwKeEMGfkHE23iG8BP/hbnxPgrNRpEBaNSJVvOfe+MLmDt93/Np4cE+DWzGYd8Rp/xMCfFNfa6UPsgOqX3vIkv9kFW3r/AEYmc8htUyPdDvhsaxCgWlEUV7BHgureSZFJmJuYS7RTnOOOWZUCQTOZD4/UUuuwdpSZaq/NWVYHFuzveBWhMpRMhYIVoDEexArXkRsOoPftd3eQTt4INYKpBYyUBVU8FR9gKFa5TkXywwQleGkfqyH77E9g821g6mwujjC/3702i7enebLnSXYMuHNg50gW00sN7nsBvSi/N6Ly1VYRdLIKBcxSidHsJL4a4Uh3jC3n9K7XsD/nc0pB9siWh82JIMfNEn6A+ZufO4d/ZpmCvqQDDIPX7BJj90D6gBtgkFnX7Oo1KNUoi9574ZnvYnKdj+cVvveHcYKpUb5+3w6X9PES1kzTb9e4girL4qwqflFFq8gqvo5XBLFh8au4+R0bOfOKXxz1+RiKDarFnDv20Eb5iZw/PeUlKekiBYaKmMUZtD86gtWYIghTaHCV58uyPZylFDm+RYzVXDFOoJQCYFKvF3oxEz1QnADVDwsvkid4BFDdsxZG94gs49AhuhTsfRRufTPDup+tx76TgZbTKQYbWbn/JPYWRiiUE04ALxESa/aougA+vd8F97apquhZDdMSTvRvpCR9TlWWftU0uNfaXg99ARdU28EmWyXbKuTdxNiUensQHW8Mq7Ic6vBmt1cLsmHrAXrbzq74tCAzoT5/ZTYz2SyC1MVgLVl/hEiT+D2ZFw6Q7glhWGFKt97Lsi6T03MFmsolmjJzK45Rm28hra2hMDWjL+3+znspKgrLukzSjwYojPtgZHfVbY/GNhxIVfy97sAYjHvKEEckqO7fDL+5WFC+/3SN046TJZdBRCY+cmJNearnKb67/ru895H3umwfacqImJOzduAPAI2miVpSxZSz/areVbzxnjeydmCtm7wDGNs/DQNYlkW+N00xJI7ZcFoLBbmGW2rA6VAU0cVvbWubzZ3lM0ntjTprfUh2+IjEK3GQl/5tzzmDikLnRCd/3vnnQ2bXDRs//evQv23xA3n6do+/YKWD4fYelRPQut8IBbknvu5+7g+BLZk+JUNrKx/b9O9w8PC0Sst2rK2AkzWKeED1aOToBcBKAbHAHihcDoAUWcZfztA891gmQ2JRKRCvqHvRDTdTbZvP4zQb2QmsoT30ra6l1DtEfv16xp7tFXSegc1i8L8os+nBM1y45eYWCFl/mP7dU6Jbo7/+DZgm6fvuI79hCgvhf8oGt8GoWyvr0FoSbWDXEa7/vfPxQ7d8p0J92748FZnqKqC6kCkT1aIkipUZ3yZZR53Kl7EVGHWzzEifcBI3tT4OQKnPRz5TYm59lLMHt9GelmI7wyNod3yDtcH38Sv/d2mS7SNi88SCmxyujNDtGhP1OtYh7m86KrPeZpA52ZTYxNRJJKfTl506estio1ZiUJZCRIoyKGVVgmrVoWspEK5jjzqv4mh2ptorgHaooJUyBVRbGKyy+3O+CMvJexq2n31lFJ8p5gk7qTq71kNllzQ2NZ+ZFryyLIuyT8xF/mglwI21+Lnt+JvoTe6mLmQvaNKJKOvUFSad9ibJmhdXU52MVDrH5aPkSeo+m5qt4C/agmLuPYlZi7AsFRUVXSlVO8Q0M+X8FdAaOaYvStFnizlVyVRLVpCl+rFQWDOxhQ1DG/j8C1+Tu1gUt4ss4cEalQlZt++AaidD+NJrqksHPI6NZVHY6skejHWKNibSRnOyfowytd6xYgvvlEqYlslYQZxXQ7AevU8sBL2NbpZMbDwDUH0U6t/TzfuMHZ37cNprhADSQPNK8qF6rJIQKmuKBxl5wceBRxvofPcX3T7Q0skbtRLopkUxWM+Y3g5AJjaKrpXQAu5zHiyOYyACZKVgEr1XPF8G0OP30THonvv8AYuHDzxMp0fg80rrMfSfngFdzwhH7uBqyiXxLE1GIBdyY4pGKsW2sc2ovhxt+Tou3fVvnNj/SpL9F/Fm4x8VzlxdJMDyWTUEjDLx3WIcfPrfFAbqFEKveRUAK3aL7bsnuz2gWiQLCtu2Yc9XZsSrS+CtqfbcC2edUfCZcOzYXrb1TRxy7j4q86g5K3LdUSLhaZtpqvtedYHXKecQnJni91QzLeFw26B68oUeJh9/HFso0wuqs0Hb2dAq2qK9WEta4hjlhmOc93RLgmrKvGK+oFmPTITRJCDoLTWKWnk7S1k3zxUGO4L68uYDT7AmFBRXbvchWnY+9W0A0iQraoRP7lpEr+ln0hB+RDBgURMTYy6XP0yCx16HvWAxn4KxTspynVNVESg+6R1XEPB30RXd5YLqoB1k0JhbL9a2A6OyFWih6JRJVkwlnpJHuw/xTDLVthDdUPJU/vDXjUwmOlBMnTXJyn29gr0AoagfXRPr0Y0XX0egRra13DdJ7zN1rPri88S3ncLH72pm5TqVpsbjqMuJdWgkIkBZS6YNS82xcXhj1XN7pvtxQkWLdz6+nKbeJg4+UY/l9R9fpB2QAYqLjhUJiYOjuUqK9WSfKGv9xTmCnfvnN4h2a9Em+LfHYd45EJXzTVbMN04yEXj4wMMU9+4l88yzWKaJlk4BkIlVsphO2S/+HsgNkClleM8j72H76Ha+v/77rhgySAZnqmJffWCAtCbOPx0cYUHzLBKyJZupBLB2P4i59R/Uymf96rOO57I1zzO8JYElNT5CYdnaLFEpjBvwzItOBY3lvvd0b/XyP8uw59B/kUy1GrCdRnn6RRltDk5RGrYz1b0bBH3luZ+6ny15NVz8VfHayVRXgt7ejMgMKPLB94eqK3k7JiNgihVwJouwZ8EZajj6DIhPFw/NqLYC01LRc2IQ+cqTvP7UGygExGRX8MUrMu2mbkdYPKDaU8dtDO8kP+qnNOm+VzzQBx0yurf9rqM+10PakXXKxILfu15EscYlqG6REeDUQSe6ZZXLZJ9zVRQLu3bxP2K5MXj2h/D398AfroKfnQm/vcQNZGQkZTTa5NboeyaP9oN38rMnPYJVVVpqWZLjFy7FWPX3vdz9wxf47aee4biNl5EoVDrPCTn2U7mSQ7UtWyVyEgwfrN3OcLQbxVI4sHUUv6ZySqYyKqdsup2vNftpjmxhdl5MxJEGMd4ieYVgyeK0FqGcuWVEZt5sCuEUp6jklxlYX5C5QwK4K5ZOInLommrTtNgusxxJwyBckgvwFFCteIXKwrVs6svyuHGCe90cgOz9Dm8ap4qgjwKY4jvu3PkkL9ZyUoE9KuluijmOJtuAGFIUzc5cCZPjxYS+2z9eeTBdR5egOpSonGsGs+Kahn1ht++3jKIaukXCVEBRMZQS8SmKzTO16BSBqqMF1W62QUUxbaVV9+Na5SQyu77COxbcRNE3M3aA4QkKKijkgiJQqlTJVIcjbgDTVDXy8rLnNB1LBlkm7/8ZAHtqNZ7wi/nYAdW2kuwUxtKLsVJXV8Xfxd1ynjJNkSn40zWw8z4oTlLUZb9YMk67PMChf+ulEhPFCXR5v2v6e9CzGiVfiKXj7634nvrgiwuozNi8j9VRgGqNAk1zE7QurAFFZax2CVZZJU+QetVgdLUIjBvpLGN/+KPYSTqHY1YC07J46oK/88/SZQBMRMRngbh7DqHCGIYUrioFEozKtXLo3I9SVhRqPTHz9mGLtd1Pc+XkLaiWTke5j2/7f0lgdAf87tXwzTmYg7tQdAVD9XPSwA2cevAK8jXiXun9/exPi6D7KcPHO8dtmpzPZaU/8lrVdUzrYgHmNURZNN6NZhqoNRH214vzbrlQUE/buiYJFyzBCJoCqvXREee6l5KewL4nu+e9FUba9mPE58uV20iH/+kkiKbO3UdlskWVqfocMVai0wGxT/WW70w/jPJS2BLe79GF79ffehZ7W8Xz2/O+9ztCdlrQXUdMp/ODipl66SJRtZYYs1bTMuc9XWaqTYosbWon6FPJjy9jIiwAwUhKBgX3yD7F9YsgKQJFVQV3pe0Y3cF1B//GO1ubuTcaqaTU2ja4XShMqz5ywWVOYgcgF5vLkp0KWcTYisZUwlHxeaF0GAfNrqv26uz0i8CkIevHbUaWEY7xtWgzd/jnuEJlAUmHVzSaY+K9oUnZBrBQ8LTUmp6p1i0fpk3/nsG0ZsqA9VhWIzwojhFN7eDkM2dVbBcMTg8ClYLimSmGooxFZznCkZOx2Ww+/v0MtJ7BnoXXUGMcT2L5p/GbAcpqia46USY3OysYRjtGp9ObLctiX/oAp+xfxO5j3sOGEz9CRmmkNEXH5mitqBv0p8W1PHuhCJYcHMtNF1x+4NPTdz7m1TBLUtid+Uash46vB9yy6b/ofPOb6X7Xuxj61rcIZERwzlSFXxebFOyKuSPi76HcEI93P+7sv2VkC5NTKehTkgm5O77jlCSMRHtpibbQ2JgERIC8vO0fGE/cJI5fns/AowXmFeQ8JBOe0bh49iO1lYlVv2dc2UKqXpHL/n1bGPzGN0jfXxmkcpm+/yqg2meLFxwBVM86RdQJZwbgW3NFYT7AOx+Ga/8M818h/rbrNz2Zasuy6M/2c9EG07lxvql9JKeYJTM9quU6RvGwu0+6Pc2GWQ/x8KL/mulPpVh2lZf7JheTL8u+fVaWE5tXEIiI31zyJaDoOoO6E2lxF1BvxNga2EluSJxvqv4Ynj/18/QPKXDsVWKD3Q/M+ByPaBXaKlMXdIcHLaJYE90u/XLWyWLncs55b9vqLVglN8tV2vvSo31HNMuCP70WHv4ibL4VOuWkkR12surFfZ2M741gRRoqxuFkqBXDUliqdvP4GleYpMYQYzY59LyTGbNBddPwAl546CDdO8axTIvGgfkkCmLSbFkgJo2YIS5qKudmqs2yiTkhXsebA/THxbXp7RrlJy/8hPnjgrGh14ljrdcjPBqN8Ja2FloK4voGwxOoUsW1fhJeHRVR9Ce6n2CiOOHpU115Hw17YdWCJLKy36ClO21TKkyxM8uwTYLqZeMthMuSKkaRsEckRVPt71QgUs8LB1N8svxeHlzxK/aVjsMrfeZ8RYUysRdU2+8ozA0KwbPto4eg0s3A7Ey1HZk3zBSqBNWmdEAjAXcSV+UkPaEEqet7xHsorFKJsmTNxOsqHdWBrFCMbY40Ow6IqcpnvKijSTCe84+h+iozzjO1qTWyySnZ8iOZt12ZJb18L/j1aypYPsJqLUXfzFg7mlZdyEyp0lIrEnGvman6SUecjSmHxHMx2SccjpEaGI2KcyvLIJAbXD06TYnOVCc/fuHHgrorrdwtHIfgUiHeVOqWDvOBZ1zhzCe+AQ99gbJ0UPJqkXjQS02UGZtSWdTaAjXBGswdwunZtvS1hIzKcRKeYVnRizXvU6/OWBcE6v1inpy1RPzWVHIxWkFB8fnR1q/B8rQ5yj4rAamc80dIoBsW2UAjRSMJQD4wyon7TAIxd00LFscpKW6f0v5CkPL88+mZdSIAtXn3O9pHYLw4ydW+v/OVLX/kG0//jUxf5fpuSOp3Z8er6EitYEXfRRysE4GbUk8PPTnRQrE13eHsU5dvZcSK8ybfY+57kQCza8PMkzXie1sVUBQaLT9FrRFt1mxU02L+gMWfdvyJXtuRk7/fGBl1BPoqgoVeGqUnIxM+QYD8gvw5HUMWgeRqp0/20Rd2eL5GCn/pWshtXRebDqor6N9VS3FenrKthR4q74YT3uge3QZr9a4eheWsIyrG0EtT2raKGSKKpJC3uJ0ZbFBtKCWaIg3Ma4hilRswFgu6sFWoFXF4O2nRsBBqJKjOj1f4cF67e9/dzhW7JxbFOrh6uuLaBsmMW3IZxbLwE/yRFAoWui9C+1iSjCoAVCwZIJIQ9y+vH1qQ0iTIyI4Yd//mJn6w7vtYhbR77lKFWZN+i60v4lMVApK15GSqVY2WsHhvKC2um1ksuOO6Yt6yVZo1HIgyg6nGkNlsfTxLqyp+f7Oxj3dftggs12cMVCmPMoLinM7xNfJEzVfZccz1ABUU8vHaJeRyEYrj4nePh/sZiwhWTW1eMPK2jkzXzxkrjJE1CswfP0d8ly/EYNOp5LvGpteqH4X1jOexLIgGNE5sTwLQPZ6bLga24Q/Td67tcF/b9O/sCOXhYV7zq+1csFFcy9DGPSC1bsZ+/weCpQKFYC0KGiYGobhY1wKmmBfTxTQPdFVih37FEKLRdv9zb5mDXiL3wB1kYiLwMRLtoTnSzOxWcU6mFqAwdhD/yHYMS+OO0e8ysHeS3YveiIXiqH/HwsJPiNYnK39nFWFHxZOpnnPbM4z9/g/0fvRjLkMKL+n3XwVUO73vbFAt6d+hKfRvf8hVtrPpK6rPpYXbZmcWPS040qU0iYEM//ag6UT8/OHDZ6oLzWLCMjxtRKIh1ymsj8ZZM+de9jVsPOxxvPab8/oIZYQTNZBeSMYQxzPUAo3hRkI1whEs+ysz1chIi5f+rXrbeG3/B7kRMblsOO6D5KKtvBC/EGafIj4f3UfXSJbX/3wV5970OKs7D9VubIpVyWQqh01VCysHZUZzcDvkJf0y3ur0JWb1zxjPlvjJryqVdIu7X3pdimMTPfDbS2HtbyrfH9rhKnV2nAMXf83z2TbMQoHO765iYF2SyZ2pClC9NvZKtlgCmM7PbqQvJSK+F5WfAMBnZpyos6kdun6jXtKNWucnAQiZoqx0NFtyeMa+CSFoVtCynNJxIqmwyJ6v27mZX2z+BQ2y7+L4CUI9UZ10V6qavBg7voiBXdbbOGFx4aPfod1Uyek5blp7E/bMNDU4YmgSAGghIhJUY+kkAlOeSY8pQLfm54TeC0gV30pNSTw3plKZqSYUd/b48KrPsy31HCNWDaM75/PA2FeY9J0oP/aMuUNk0dzSRIUVDWLBHNP3v+g6w1y5kv5d0idBgmpdZqpjHqCUkOeoW36eigSxPE6UWXRBtVZb+czYIiAt0RbnPV1ecy1bRpf9gHOBMdCODgzbNvWaRUMzB00AYdWm+qsurc8T3PDLoF5QTc44U62prdU/qAKqwwF33rUUH8MNfj528scAKEiasJUS9yKTTKBEXknZF2G0UwZVXiSo/saab/DLzb/k2nuudcZRuV8EQaIrxbNWPiid+O7VmGWF3lVJOn/Xz/5v/BOfVAku+IyKjI2dzdPLZUalAFd9qJ7S/r0UAzWkasVcnfe5Y0gxjt4JOCrzDEt1BjXV19R9mkWhp1iZFK1dmjvEfJCNtnLyOo2GaJD8C2Jujc0SY6LYuR8zPerUcY5aNZiWRdkwCckH+JRNo3z2dhP/sKshEc6PkJOOdTGQYGE3bOs4lVEplhQvuM94QIfL11iM/bWdUsPr2LDiU2zecQaTfpcRZBRVLBQGJFsHoL/+RADKPb2MlQSTLVhwn0mA/vISjlc6CSIc+dpogPbaCC0yeLovIRz4q7rfwG3/uZYnFn2cocaTmC87La3OyuBMIQV6EX3UXXsrsId3rHg+CC0RopSNbeJ6toyD4stRchzElwKqxfcYWtCpZ/R2OKl2PtUw9UvKlnvstHe9leO2iFrsmtKx3Hy5GJN2JwSt1mWv2IFgS9Ewhw+dFZ6JlSYFcClYfnwNC533dUVmqtUSdaE6FjYJ37LcJEqWdF+C9HDAVblfcIHwW2320VRFcGneHsCrwyHypTRbdwoAZ1kWd+36K3/f/Teh2LHiBnTJ+gonLBKS5r1wqJWSIp6/x8YfZdWkCF4Vyj4P3bXShtcpDG9KsOhP6+n73a954i9XijJKwCfFcdWIimla00qhAAJhdx1vikh6tpOpLnoy1d5vddW/bRaeMoNGFGW7fE5pwKf48ZczHLcwSsjvA8Ut6anWGtcMi2d11qBg0gw1raDsC9Pf6oq6oaj0mrOZ7BPfkwr1ktXEQxsoNoMFXRMHph374ORBFEslYrp9sDPRNrIDIZg8hLjXFCvoBd5y71v44KMfxJCIr2dcPN+zayPMqRP3YjBdxLTVvxdfCqFk9QPWemrCoxJUm2W6v/AZTtpV5r33m9x67m+4aLhl2q6ppBjvI9FefEFZZqqI8dv/+FdZ1Sv6r2vyGRzRNKhf4OoNeXp0Gxv/Qbo7TC4sfIeJ8DCNkUZaWySWUv3kZKnjpsK5zn65SDPZqOsbBGXwpmYKqPZWxdgzjmqprKhZyEl7TZatcQMQmadcKrhl2P7Fvwio1nweRUG95ALmqZlqgCt+CG/8E7z+d/D2++EDa6bX71RRve6e7ObYbnEb7AnaHzl8TbWdydY1N+Id90wq7z5F9F/0G4dwFKuaSkkVE0JabyRvCMex7DPQVI062bJI10JYOVfJVHcGhSdT7XGaLd2gOO4nH6rD9pTKvigFU4Lb7BCfvPV51naNc3Asxy2rZxrZtaPB0946rBX88nvHOt0FJ1znPvxrf8Pf1ncza1QshhvlQpbfurUic/2S7L5PCvrUvR9zlcjBzdovugRuuAfO/CCceJ14b2gHQ9/9rrPp5Maeitr+50rz2WguAOA4db9o2zK6j3ZDZMc0pezUjBs+9ztDMT/v/ekriNaIsT4nI+q26mfHUDURpohbFuu7xrEsH1iw/EkxvsYjA5zQdALxZrGvOe5DMS1iEseUGsT7zSkxNoIli5BcEP0Rg5ykhbWmLGKWxY1DYuF4qudJDlUzb0gcZ2gh/FlbBMYgqFVmf4SJfVUgNn4OZxy8knMOzkExRIZFnwKqVY8a7OPdj6M3/oY2ZZLxTjHe85pYrLzDrCI74nmZM4vyLYXT207HslR0sozkX5w4VX5KpjpXzmMGRAAkI7836gHVERnVVy0fj0QjDO9yaXxWIevUVH/74Ne4t/Ne5zM7U93qWUh0ySgIZHQKss46Hxx90aB6ao2sciixt0NY0JcEhMNtg2ovYyAgM/eKFaCkzQxU677p5QPiXKeD6pAvhCmF4EzVR9MxJ3JS00kAZANie02qObcGr6epcBVbl72L4kHpCB1CsPJwVjbLrBkQNfmT5Un6s/0YmQymFCYLnyIUkUvdMjo/tINMf5D0wQjFlJ/CWMDp9aoHplxvW6SyrDuZ6oZwA8Wug+xc8hYsNchQ9AB/WvEf7j6+as/by2lHDlx5rbt+Dhcnv0/PsdcCkKgXz3UhWEfHQUj6FYqdglETay2iRXxgGBS3CnBhqgFyBNFNi7JhuaB6s1gT9V4XcIYLo0zIMVYKJDh9p8XGkR7GpHhZWA656Jmir+pbnjAZSa4gL1V/RxLHcVvg7dAg5hOjqJKOz6UccMdgOSLuZ7mnh6w+gmb4KZVFPeBEo1ibBsonEVR0lildrAx14x/cTDLiZ1ZBrGvdNSYNuVr8ffJYBNh+zFs5Ky+C/bszPSKzAzA5IPrt2n3IvdfcMwdXaEjIbe1DNKQtfLpFuUog6mhNkYFC3Rd2MtX+eBW/6H8oU5088wxuOutKdAz8ZpBtHbPobzXRJYsi6FF6tn0SS1ExRgde0vcaB0QJWr9VRyjiBhXKnkx1XbiO+Y3C15yUol66L0J3Sq5tNe3QcQ7F/fvZ/dcEI9tj8Ld3icziHW931MFNy6Qr3eV8h64o/LYmwT2PCsbcc/3P8fnnv8yXkmH+0TgLFpzvlDZFasLUtYr746PNaXGXDud52i+oy0UlRG799A4rAPLRAeCK1SYPZlzQGJAaKJNBjSVfuJ/LfyRAul0KBeALutemPmiDak+m2lb/rogWiTXSQsOSNdWq/8hzTcknA5px8fzWjW0nMFtkQHWfB1RXK5GJTAdPvrOa0FWx/1iboO+PRueR7hYTycVre7jp1wMolo5lhYiWkgznp7eM6pnspSE7Gzw6A9lYG5m+IOboEcTppD3b+yybRzbzZM+T3LdfJJbGZfeW2ZEySSVLvZrhtepTqPufEDud+i740AZYdjWc83FXdA5Ea1Lb/GHwhbBMKDzvduaYtbGPc8sdAPz6YpWSDKiN1wpftKdmF0rU7gYgftvqQj+6pTMrNouVLSKgPOLThG6ALC3VtzxMfus2LNMkc+vNmGWVQlj4L0pMtJOsqZHXSlHJGWKc/bFwQ+V1nX2O8zokGY/xmilCZRXzos2Q1DglNpeLN1TOQbkN7jPgyI4o/yKgWrUnSkUVdBTbAlVAdagGll4hBtbcM0XEZKpVqanePrqdxb0SVNuZ6mTNtF291hARUR1bZbCkFYj43YF8Uts87rz8EZ5488zrlRWC5OWEkLEaKZoSuMtL0FjXKs8xgJVxJw7TVq3ziNJ46d96SUMvaIzVenpLAmO9RSdqOt7r1kJs7Z2Y8TlDZeSxck2tTv/uK8gfNNnvCgWFa+Eq0U+UQorOvTuZPyEoGk/MPolyNIFVKFDYXqVl1dGaZcEBTwuBzifc110yguVVx7TH0XgX6bvudN5OP/UCw8+49+Hh9Gy2mCJTfZy6X2Sqt9+FLttm+ZUiDIt6S8OTqZ61uBZNU6lpkg6LVPuOMkQsIV5/0HqKJzf1g6XRlnaj5Z31m2iMNHL8QrG4xIt1JLN+52FXkmKczx6FY/taqZfVEyWfhhawyEiqbH1WCOCckS8QNk1SxQkc2D8FVJsS4OkeQGWhE5jSUsdrFjBn9DTn70BA1NCX/JWgWpPAzNQCXLDnetomFnKSVq0mzkuHrA4Iox712nn1SSxJk7P1E47W0oUswZY72ZK5G8uyaO12s1qDurgmEc8i7veLe1yfrWfc8mG98CfnMz076SizltQ8n3n6MxQN4YAM5IQT6M1UlwIyKJI1Kci2LrngqFCUfRE2jTl8lKuDERO/MxNtdQKRim96prpsWDOmf88evhOApTt+T7Do3nOrSuBAURRMxQbVfpbNPZVZklY26XcXRwsFbVzMe+O1S/BnA2Qz4y5jaYaZ6nzJ4DP3PIhpmSzqsfjoPwx2rX8EfVAEzNR4nNAiEZ0v98uMxNBOR8dCC0khMslsUkNTnxXxuakbTku7RCDB2KDJaP0yLEvn8YW3YKhuMK510cz7Vb8o89bxatWfMa+d8KG/sPuaRznjDZ8CIF4v25j5IyhEWJzuodi5n3ywjkBcJ9Agg8YHugAw/FFAwTAtdNMkKB9xvy7Gj2p5xB+xGJA1nMVQAp8J1jO7SRVTYFlIhid1b3urs89YrSsylUouoHe/Ae9+HD7TQ+Gk/2C4UWg3JOoOoqDjU2aTjbRQHB2mRIbmzFxAJaymyMtUc3biFRTMGKerO/gTn4Nfnoey637aZLB4uAbO7j0P09KYtThJfa2FqQUo6gJk707tgbh8zicH0IeHPSJj1a+zF2w7shE+UIM+VAuaU57Z8SWAa0X2oje0kNvhpJrWzBFAdSH68pUpBOd1MO4TiZWm7Fz+/W1+0lEx/ySjXvaK/a+KOXaI/r1eM03IjZF+4EGyz6+u+Mi3UdT9/908l4DHryrJTDWaSVALMjspxuOw1N7QfSEKQ3Kb094Lqsbwb35HrhxleHMCKz0Ad38Itv1dtM4qFxjKDZHX8/gsi6snRbDu18kEk8ObSK29jXsedrU5HkrWyyyb8BvijUka5ou1IRttdUB1yZcjLeu886EGchs2Vr0EesZdUxsmwRyTddHaB1Al2Nmc1Skb1rROGADBkBtwqfOLY9n0b6tCqMy72LiZapv3Hagoi6luJbkkFEMi81o/upWMDOIVfSlnu6nq3wBKbDp4GkjMR7MClNUiD8g5OxNtI9Uj5p6G8f2EywYRCaRr8y1MFEedTLJtnaNDJPPinMJ5Wz27Gd3wk32mulDWVHui5wnn9fP9IhCfypX4mO92ftP/WpSbOlgfeDffC7jdBYi3ChGy1/8OXvlFkaSyLTpFQNYfoZDyoxTcBFV+wwanvPJAi8r9J4s5xJ4ze5I70WRATTXDvOVxg80S7yyNzue0F3KECxbDmgqJWdBxDrmhAHt/0UfX617H2M9/THZrF4bqpxRIimvaJMZqIu4+t/lz/4P/XHArfkPgtJZQCoC+VjdzHfKLsRgITwnwedlUTk21ygnBRuYOifEYff3VgGAf2WbZBdgvQvvhfyWo1oJ2ploDqVqMPwLakR+8quY4U5OOAt720e00pewVXDzYodjhM9W1dZViUjvrN07L/iyobybhoYQfyRKT1zIZEiBtQmmgLMGYKbMazfVi8TU1P5ZUXQYwJJ1nWvbOzn6kA1hA/9zzK75von8SakUUq10ZdlQFO0eypAtljmwyU10BcI60NQwXZF3weB9WVt7TSK2IcLUKx0Yb2OCA6s6aNg42dwBQ2FWFAm6aon2A3VJgeJegdv/tXe57XksddKT7Adj6N+h6VijByqi0I+IGTqRP79+PkRYLnV9O4CPPpsgNi/vUVYixx+jAshQWKz0MTuShe42jEupTSk4vQV1zr2+yWRwr2VQ5VqJrvsrcZBcApclLuX7YzyVjc5k7Luq6Ops3sKX1SWrLRU7WihS0LAoqF/rEfZ4MaTRY+zgoO10t251k4bikbifFRJaWglWxQgg+/AL+thUsKUkhMnkeU2+pIhdMwxdyyiUsRcdfFfzIbVGcWnGv5fxTM9Xuc7145BRes/1DLBmbHhyrqPf0ZLd1zynMDovvC6DQVhPCLIss1DM9z3P7rtvpy/RRzSbyZb5411buWFcZWe41niBQ+zwbD97DG//4ViKTbc5nB2WNWcwTuQ9LZdHxhjO5/P7XUbPvYcG2AfLplOOo6moZC4vT/3w693Xe55xXBagO2nTGAHkJqkvBUVH28iJsao2sGTk6Bogua/QysdlOrZOXaueTc+Gvn+4ky8zYOjveYGCNf4LS+UGCBRdUl8LJqtuXfOL6/vbiGCty51EXrCeoBcl7xkBpSklCOj6XHduePDT9e7wLNt/O1FYgv3q6k7u2rSVQtvjYnQZn7LSo/fQPKfcJAO1vaUarF/fFyucxM2kY3UMpKx3+eTlQLHRN3C9fdCqNVtYW6joFQ4CGkC/EWF6sQ4bSz3hksOJh1EtH3wLkaCzjEcHTZpCpDgQCLD7uFIcq7g9q+ALCqS4E62gf72d14xt47oyv8rTvQwzXH8fOxdcydlDca1OCAMO0KJVMAvLH+iSoXrDvTqJqjqU7/oA5ew7PSGqi7otjKhrq3mFWHzhIqASqRFWRU08lfwwcaFQYr62kZBYHhykoIQjGyW/dSapGHG/W3CHagiJ7PtR4Etlh8TzOl8GZOW0Z1MVZJoOjYAYZKi/gGu0pAvaMufZX1OVSAAzXKNTlRLBn2TmzWHGemJNGgseiGoponZYQ84jx5E8wPPRv5RAuW2XZgHg9ps/BLzsBNKQtZkQZO4KpATtT7dZUh6rUqHpLA6qV+RfiLx+oPm1eHUPyuT93rA0UxREjmt/gmWcc+reKsW+NKOvaea+oay1mYNOt0COzVZYFf72B3CeW0PuRj3DwhhswC5IRWZzE3ysyeg8oZ1Vc+7QqnmVNZvXaJKgeyIkxr/vCxPp85Mf80HE2mfEiD4ycwqrTv8J4chHZwnz3fHMjsP1OR6uhvWRyVucbOLnnIgxFoRDvJPrQJ9hYdufFDcYkxaFBdL9IMPnq4uQS4hyy0TbK8nmyggaZ6CiWZaD7o6Q73XVvojjBhx79ELfsuIXypPAN+iRZI9mnkW+8krHb70GXa/TolKCJl/7t8/i6EVmuNJEXvkSFUFnFXCKDiZaGIkF1MHRk3173Vc7PdeO7+dL+n9I10UVBc9lH/moAfek4nXWbsNoy1MeEv91XEgJ0o+F+RuR5loJJ9JKFahSJSeHXiGSR1eVaMDGdUh3bOseGaZ4QFzAx2UlRy4GikYs0M/LIPaJ70SFq6W3bOrLVeb19VCSRxnNlLlPXVmy3z2xleN5VcOF/uELNtnm1ViKVWAV/xNFYsi377LNOgFiZ186t56r847hXUArWUFZLDMT3409IlpUvzJXPWyzbI8bC636xgzP/az1XPW8K+neiDcPfQO/ztVhSD2j8L38hOxRg55K3iGurFljYLMokktEAimz7VQjNYe1EnFq5X33hGepH3ethKG7yZioLwdv2UZE1BH5LY2UpToNMJhnnicROubcaqP4XyVT7A3bbAgVLLlRe6rdZKmFkjqIuLuAByz85BXJj7Evto14mwe1oWih6eFA9d36S2xJjPDn3TlbNvZPWM+cfdvsZnZo1m1HpaBe0OifDaQuG1NaIrLKp+imnPZmcKvRvRXFrrPWsj0xsNulQK76ASkNeCMmkhnJOv9ZaJnnjKe00J8T13js0E1qk4vm/bUceZhkrhFlW6Pz+Gnb/cpShTXHyWoJvPbCTg34BoBom9pGUDm9PrJH9EckIqKaieO/HRPuAm08XNcurfy6o3VvugF+d71CrHJOKlo5t+gv87lVCCdbuY+ytxZegutwlrpsvbDDn25/FQtTzZQfENVtW0rhoYjGPp99HrZIhlxqEnrXOffQpRUiLBa2sur0zo1JltsbmbNvvDz/NouTGiveW5ZPMTgnn8EBc1IfGbnkTJz/0FYphERld6ROiXOkwaJlOts8SdyhROJ5FoyJYYNUJJ2lCljEEJ2HVWIwxpZZWqSZvC4tMzVT7ZOsSUWsnXpvo+A5TDKWrQSLl6TXX45HRKS21ptO1NKvacb3UVPfdYtjd3249o1hQ81/n0GCI4/xiy0/56vNf5QOPfqBqy6Eb/7aZPzx3gE/+dTN/37yV4Zy4rqOspTbXzBs23sh5q97OvDERADpu6y85kJORUM8iXjbccxmrP47sHsthQuRSGefEDVVmNkydTz/9aVb1iTolL6guyjZmxWDSyVTrgZFKEZKjMG9GaTjaTX5R9QDDoSwmA0ClYA0l6dSFPc6QTf/unyjwRLmenX6dda2Hd67TbTX84lVlBl+zEk13559DtXMyFMkEMF/Lhj8Msfae/dSH6sl7WNHjnjaHAJPxufT07Dg0qP7DlfD3f4MX/ljx9pLnPsGbo3/hitWWw/YIpnJM3CWYSL6WVpRoFFMGe43vnAZGiXJGPB/BjnbMWtVxTiOJqc+Cnak2nV7qIV+INHXydZEfnf8jnr3WZdjULp2iF/IyW8rT8suqq07NP5KFGsTvzUVbSEzmmagR8/u+8tmsqbmOvrazuXf/ydw68j02TIhWkoZpoeftOcjCJ0u+4tleTnvsk7QOrkZ79WvIqhr2dSsF4jSlyrzQv5eoxEOKpqCoOvNWDPLNa9spB+LoShHLKmOpfhqNPFskK6uwezcFGYRrWHE2HUHhzGYjLeSHe8FSWDAisssdl11KTbCG4ahwtMf12SxQ3XpJa+9jxKSgaiYEgZK4h/H6EPPPWYy/lKbsj3HhnmsZzg5jxETUs7RGqNIakhWgHKKsxfs8mHLt7yquxJBAI5HF7XX9Ulpq2TRcRXXmqrBHjNU23QOmqpWRaEdZWnI4O3thA72a+E212Q5u3n4CIV08ywEPkLB/vqn6MYe7hW9w65vhO4vFWv+P98CvXylaZe68B2vrXQxtdp/J/CbpM3SvQTHLHDQbyaiz2PjIQQ4UV7A2FKQgQXVjXDwbrTJQvWdcBIHKUoAzfSAMTUt54J7VFIliqX665lzCZPg18IVROO9G8V0773Va6R07eA57c5dwavfltKTnMxaeoKxP0u2huJctg76urZT8IlH0wJ5xPvqAaOOWjTSjy1LH1romljcvo6AJ0DTa6855d+y+g60793Lz4z/ALIqx9Mwyca9n90HvvV1Y5TJ5mYUuonD58W7wwu5HDeDzsBgClgDTGZm1N4tFD/17Oqi20NAsOxh3ZFBteUUxS2kC5UkGwyXu338/kz43YeIPTg/0R+JBHlryW9av/AdaXJSCTRRFwGwsPExRBa3ksmJrU7sp+UxuuyBAVOqd1GdFoMz2DWwbzo3TkBHjIapmGQuJ42eisxjvH4ZvtsM3ZsGd7+f5/ud5y31vYU2/2+Yzr+fpnHB93M6JTkpGCW33Nmr2TGCUFHjfKr6c/DqXlr7FuhXfhLM/eki2HlCJeeTfdiLowRWyHFQKd6mRCI2NHRiawlNLRZZ6PNyPqRoE6kXG217DVuy1aB63qNshAg3nb7bY7/dDYhYjP/8lek5DlaVY5eEJJpjNYJOYQwfj+1nWJJhd8ZAPxRT+zeT4ODt70yTkWBg88DQdB1wxNFMxHFCt+dUKdi4eprBfdiToKJmUtgiRyZ56mJwjfaehIUxZSurSv/9FMtU+G1QrGox2iTdDwlEq7NrF3nPOZd/FF1MeGprZAQMxmHOGeJ0fgzW/pDfdjeI7ltWnfh4dMTHUJOsOcxBYPquGz73tbL75rq/wi49/nf+49E1H/dummqrAeMAWcApiIiYEOwLT4Gl2Xty3znlt2sIT3pY0ioLTrmBX1KFxtC2uJYmIrqXHihQ1sSDFlAKndrhiG/tmBKrtL3Nf2uJLU89HvgFAjhATB8OUUzpmUWF0R5x779nMz57Yx637xG+eXxYPueJTWR39AK8P3S1+9yO/gX9+xD3k6D5Y/zt5Icrw2H/CPleNlWIa/vr2SuXF8S7x77Kr3T7TXlv6msq+JRJUFwfFRBtIKgROv5q+13+FZ8/8BvvVM/is8mVelQugorAjfxGmpTJ75GnIjVC0xCTkoyjU6Q0dXXUzg9GaIGRHSbLfeS/mT+FX8rT0/ZZWfyXlvT4vMhuz+/bz0X8Y+A4WCFkWpxmCvqOlZBY6apINjDOcVMhEW/HXnInfvJaJxDxSUbHoxWbJqGrO4s2/Ws2DB0zanBZt4hpoVLIWApI9omshRy3fVI3qdbmOc9Mg98mz/Fy37cVQYqiiFls7hKJx7SJ/pUiT5zO17E6GxYg3Wqm4Ww/v5I1GZS3Z3tRe/rCtUi0zXSjzyA4ZsdUyfPWFd/Lau1/L6v7VFLR9zEkdizpFnjSa6WVCPqtRT/Q0W3KfhUKwllRXBFb9GPQS2Ql30X7L8mv59rnf5rql11UEJrygWkuK4xZCdc4zZgWyomzixZjhXsEnFvwF1Xd0ju/7L1qELSSbk3WqmidT7feWnyjwz2iZdebhs+GO0nlAYzzuXjvFdwhQLYMRzZMi4r3+/gMkfDVOey2A1FRQHZvN0ECnG5j11lSv+607N6z7rfN2vmsdl+hP0BuwOHV35cKbvuceAOIXXsj2/knGpCOrjwlnq5yTjuKbf8TT5y9whC0jU3psOplqw3TKAEJaiKxPXNtg3OL8OeeTCCS49sZlXHJtA7NWHs9/q3miVTZj7Gitbq64HhOJeYSKhz7GqD6PDSOXkjAE/dso2uwro6rQ1dyrLwcFSnIMlAIJWsfACu5i9ojUcQiCMrCZWtOgKdMBQH+iE0URYDhpBVjXJYLTxZGUw2pomr+ImBTPKYZqIZOjITuLcLkWX1Cj4/h6aoI1jjjkc9q8inOzDMVhEuYDKujiGY3Xh/BFw7ROivl8/vhpvGLXWxjpOAdUH8W0eKDK8llUDzEXegNigwcmndcjsrwrmXMz2C8FUys+FXPKtY8Ep4PqdEeH87ra/B18GVXqV8yt5YAMvI7pc9k88Q4A/CGNSI07vrJh8VxnYrMwvPSl4oQnqG7Bj1fAbdeR6QuRH3H3z/1DtmQdFFmyTeZirhzVePave7l3/HM8oXWAIrY/sU0EV9tkbWjBvuiKH0P1kR6sJ2vq7NvkArBcpJnUY08Ilo9danbgWVKyNWdD6kRn24t2v420r8SegPgdjbrOHKnvsW37esoSVD/bnWZSgk1TCzqMpppEnGPrjyUVFuBnIu3e0+c3bOJ1Wz7Ja7d9lkIwSS4InR3ie+YNQK5bPB8HGsV8XEDlutPncsrcWlQFPnaRW4Kiai7IsUF1tljCWv97rNSgC6o9a4Mhx3JxtA5N1lRr4RnMNR5QbQPdybDQYUn73WeiGkCfLVs6rRtcx6NWpXjYeEAAcrXolvXN7n2KkQRsWxQiLPVYkoUkwLRMdaqQIlKSoDpQIGUJXycbbSGX9TMu/Upz4y18/vGPsXl4M+986J0UZODw8YOPY1omdaE6/Kof0zLpv/8uzv/Zlxh9IUH3sw3QuJTu2pWU8ZHKH4JRepjn3vKFyUtQ/fQyFdPjzmj19cyOi+tTb4pjT4bGCKsBfM3C77TLChb3Wpy7xV0PLeCFUJBStIn0vUIjpvXUFPWvEdnh7tnng6IyGO3mvqW/YGGtmDcTYT+KHC+bb3mQmrI4+ZKa4fj9GeKTbm2/3wzil4kcRVEE+1OaobjBA5cNoTKxSugYbViokAobqJEIWBb5FzbKE7eDh/8yoFrWRSoK1uY7xJvzzkMfGWH/lVdhTExgjI2Ruu32mR1QUYSI2dVCRTK/425KoyP0zrqwQmFODRw5WnbJshbmNyaJBWJH3HYm1lITZkKzG6H7KUllYUXSvxviSWfb4q7HHAqzKdstTO0H6aqBK06G4O+pBxnKCQp1dtJgTLY2mhszqBlaw/XWPbxNe5D+vpmJKoiju2Z6xXMOsZZOWFEy/ZVgdvRRUTuy3xJAor0oHBYtUCKh5kkkRPamlEKAaEndZ+c9gAUNcnLvelo4xqofProNYi2Ccm23oACYlMIlNe0YCy8Ur1tPgA+uh5Xvhgs+X3nC0SbQgug5KWI3u51cxmDXsFi01iWuR+1uq9hlqLyQk9OijdKY7BfpU8ti0ckMUlJdkB/J74bvLKJh/Y2OE3nJZXnBNlDg1bVf49qGD7E84vbXG4508e77Bjhjp8XYmhpoWExMFRO+KVWz0hFYHfUzVAMDzSudfftaz2IgEuaW4R8zqb2K0bpjmZj1ca6fDDKWPY/Wsj2exHGMKbXSwRoxqRVCtRjyftsAZ7pJGp5s71EOpZm7wD3eBWdfSlvMvXbeKHaw0IthmaDCBa89nqysrxHmmczr3AyD4QGHyhRnbmF5Oqj77vrvctzvj2NfSgQk1u4foyxb/vhqNqCTI1VM8a6H3gVA69hJ044RKo5RkFkSb6b65HOjBFVJbdUCTOSa0Xc8CV9rJrreBW2zamZx6bxL+fTKT/PuE94NQG2w1qkRBmhulhoOoTpMO1IbePFTerRe3MOilmc00uuod87UIgEfs9oFMLTkIqd56teqCaxPFg9PV7bH29/3/J09TS7lSzmE8nS1MTevd0VFpjoTlaBaZt2y0VYmBnumZ6q3/BXu+ai74+A257OJ9WLdGbR8zJWx24dOqhxbiVddxuaeCSbkWmAUVHKKQkEX98qoifGbpQN0N8pMdWwqOBHj2TIsx8EKW36yIZHFjDe517auo5mF5/03A2rA73mWtBmof1ez+nkuqFZkcHFB+lkur/0KC/zrpm1/TFlDNy30gmzZY4h5P+2pjPHPmUO4Yy7nLm5kXAahCsEEQR1qsxavXSWuZaytDLvEnHnyhGhlpAV60HzCkQ5ZMdYfGMfMZsnLcyupeeqSNcTnLZbHrSWQt6jJC6ZUw+wYPr/GK+e8knEJUgbL85xSGd79JMa1ItBiKqBRA2ioqkkkLsbCfGsnUanrsGDsJHaUT4TP9qPPez0AusxUW96uCN6k9SGYG6NRwVxoyJjuDi+hplpVFErKkUG12RxiTbDMfZFSVfr3/IZl0998kRbya5x0TAsx1QWoSjTPdV85g4CHKZNKyDK6xDyMxdfA54fgcwPTu8FIm+gS19puC1hY+6RglQ2KzO/u8nLiul3uppJKXQhIrRTpK4YDGkua45RwS+KyoTB6qsgNN51PLOMGQIvBJMboGKX9XdB2kvBXcqNMpA+CBcF8u7NttJzEzC3loE98z5yywUipA4CnN93qBINyioqugGmK+aMkW1zGYmGW1i1lNCp8ppwVxiyVKBklrG7xfIaMGg62X0QmBLObxD1umAR/WUdXVJBZeUPzcWpHHb986yk88JFzOXluZfJJkboHmgRkH1bvQPnnh0WpnwTVmqdcy5TjK5ItOgF6Zc50FeqpFg65z0A80wOKQiYEO8Z2kA26Gh7VQPXVi67me6/4Hpd0XEJJq2xzldaEj2BanvK81F7SERhs9hNUxXyUKIh5PqdX6oWky2nChpgrYsEyStz2leqoTcM3T38rHP9GOv1+Bssu+P/++u8DcMvOWwB40zFvoiHcgGJZZL/8LXx6GQuFyZEYpb5+krKl73jO9WnWdo3x1Xu2M5pxWZDVrJT2Y5Q0yn6Vfa1QirlzhK+ujva4GHtN8l5OBsZojrWi1srEiC+EhUJTCs7Y6c4PtVkI5BT2dXWjDw6iBDRibQUic0qUfVHHB32u4+9YiuV8TzSgkZMlhccNpGiS6u3JtNQrsUzUkLvW+zwlgj6/+/2FJk+Pcjk8yiU/mc09mAo8uVxlvJgicblgRI3fIq619a8GqjV7EldUzF0PA7C1fDW//cxqxjw1UtnVz1fbHRBtCDIyI2FZFoPfuonOnz5KOa/SO7abuUMq6URltNlfTTXwv9m+dc1xLJojokSmFsTEdp7FucTDUZADPWv4YI+4HmaVPtXevy1FcXrD9SZWUZCDNpezGNXF9V0eGIA/vIZLe3/Ml/2/5+Kdn6vuGVeYvch433FX1UPtnSNMz4QAWSOvEBn0Olm31iVBdXNJgBFf0KRLmc3rQ18EoJz1YepA11PiYLbI2CnvqFww55wONbPhvE+Kv5/9kVPPSkY4Q5lAAxcMLuDcxpX8btlNoo/kq74Nje64AkTWOtlOOS9B9ZxFDHS6FCPLH6NNTYrPymKcDZUWcJolKGQpSy6mgSDlrAbpXsqKO/GFtv0XWAYJ3xCvrfss1107QMtKV9QrqOaILTuJWQG3PUHWvMPJ4JQnfRTmvZ2IlhLXNyMmoFQMfpWsYahGqRjf48mFjAdfQcqYzdj4MWw6/gOUQ220GCrkT6Bm9cVE85bT48/wsg8AJeSnqOVB0chEBSAuBqoDJs1RjBAArKVvjPwHryWW6aGm2Mc7z3ln5fYe57295zmatv+URe9cQsu8GoyYe80q2rh5BGoqkuVywbMUFa69jWOK7gL0gRM/UJEV/uYzv+W8bz/Ajx4TVKFzlySINVUKiwTLEdonxULQ3bqaQHGc5Vt/RV9tHeMy8+lVQ219zTt446dbGZX9LSfj7SJCbJn4RgTFSzHLzIq7QYX3Hv9ebr38Vv76mr9WZPCXzhdOfi7S7LxndyB4MRaM+7jlpC9zy4ovgwKqcvTLQ01jJa1MaXSzr1v73OfjExeLc7dLSw5ldqa6K91FT61b3hIoTg+GgEv/9trsbSdRCLjjNS9ZTbsl26IQbiA7bLigWmaGePhL4t9T/00IrRgl+Hob/P09pA48jA7EhlQ0C6yQxY5jks53+Nrb+dHz/fzw0d1MSAVcvahyY3MrWkEs1C8U91EwCvhMcc1isSm0RDmvW4ZL/45Nms79bpk7vZXRf7c1eIB/MvLixlrjHDEmstE2FFkGEwnozA2+wLmJOzh17ddZNPwIZ8RF0HNBWcW0LAx53UJSR2VLh/tgR1YKgcBPXbIEKyyet7SsGzz2oMXSHkC1aFw2As/9BIBgXmRxly66CH+rmI8DRHhk+wBPrNpBLiyucyY8TkALEJsn6quLwSSaqVKbl1k/SWfvqOngV2/9IQC1uTl8ta4FHdAT8zFDIjifDUJMZq1iEd0J8sVrQ5y27uskxzcCMLyzH3wBhkoy8ChBsy5LngAUxXXAvRns8651M4VjiRMBWHbQU4/9EpLEigJFz/6GohMOTmd2aarKk2GdbQGjqlCZP/oi2TSHsG++7gSaQ65WygWXhogkKgO/k7FJLEx0f5R83hJK+f6wEHGy7STZ1SNcSz4jqf+nSbGrcT90PYvZLepYB/RK/3DhwWUEpXiXz9OO8IGPnMOFxzY7wYjN88Xz/uH75wIQyQ2gGHmhdBxpIfPcc6L+VbY6mhjZSaxUi2pGMLCYuyIJQMvEMrZJX3ht8VTGc8LXiRaDDvvFzlKPTVmLTS3AiU0nMhYRz1IhVI8xMsK+1D4aJ11l6MGmk8kGFa4Y20/XXBdgTDa0EpCdaI7raERTFeqiARY3TxcLVmSm2nffp3gy+BE+7LsTEOwNu7RS8+ghTUpmmaVoGFKTJRQ5sg6RzxPwqx3fhZpIUCNZW5Mht4wuUIX+rSoqF829iO+c9x1apiTP0qpJPOhDxQXLmlkiHVFQNR+xejHOgrr47flyZcmeXizis8RzWxcrEJalfYVQPaoF67Y/yuqVb2XvlODUn3f+mZ9t/JlTT331wqtpCDfQNgrKpAju7j7+Wp4+69scfGgttZJ2n8qJdW1r7wSv//lz/OaZ/fzHPyuZjaWDB+m78TN0vuZKinv3kusX96h3lig1MT3CbVpDA02SeRbX5bgKjTEnMZdw3MViZV8QFSGAW/LHQIoFnrzXYmyVoLNHl7aiauDPb6Kv9UxMLUAklGEg3klNoI6o9CsVRaE7LLPiyeVckRA+dM2kiGD/+mKV1Jwe5xy9jEi/J9E4lKifto0uFe16j2+hu0lh1/guaq4QoDq/WZZ4/KuB6oBnEjctDbNxOU8+UKSshdl4wocdpczSnr1V+88W9AJvf/DtXHDHBazpX0O5t5ex3/2O4lPPsG9LCwM+jRO652FqAQLGJBc3f4fXfmJF1f52/93WWhPm4hWeqK5Ul7Sz5qqiokoKZc4MQY+Y8C1zek01eGqqfRGnDnM0MkjRBl8FlUGpxH3a5MNg6pT8Iuq5OL2B3gdv48pv3s/n/rGF6mbXflWvby1PCxKK7ebodfhM8T0/a9lNLtxIesH1vD8TJmuIyGe4KACUFjTZETqBbf55GDGxT2lSc3s82v/OOUPQuW2zX594ncg0p3tEjTXA5ABFBd6z/ynGkv9gPDbA9zbcimFaZD3ZtDtf6OUTd2wSvRZDNU6m2rf4JEZ6KunxluojMrmXWb0C7A/mXYXuvGQcpDeb7P1nM4M/+AklrUAmkMLyG8QHZD/utpNoOfciEmdcJRTHm4UgGf4IgTPeR3tgEyFtjOFoN6fuOFjx/cN3rieipgAo5MV4GIuJ+zMeV5iMuZHvQrgRzPOm3hyaB8V46g9dyA//FnRAdd2U3qTHz2p1sjQZSaUqBapPSLWyfENRxEIZKkzC5ASnrvsG5zdunpZN9maqQ4Uxlg/vYk7UJLtmDYt7vCUe7vcphwKENfI3KyosuphEPsyNtxn88oc6p69O88y1z4BlUZe2eG7oXsaaPsn27D/F0YP70T2OLED7xDFoqNT7uvj37p9y9nOfZ1ZpLf91/lUOmk+EPYNeVYnOOZ2BuKD1T9QsoHD8ZwEwTOkEWuWK1lmKorCsfpmzsNl2zBxRf2R61L79nkXkaC2gBpgMjVGSPaRfFKhuqgTVvoA7D8yW9bgBTeUD5y/kptcdz+/fsZLDmTcgl4649Phy7fRafKjMVJ8SvZ0630E00w+BE533SyHhNA5qJpYhnJNa48302lTk7DBsv0vMDwAXfE4E6KTdtv8eXl9f5nWzWjlhv/h9Nc155jac4WzTVVPPDx/dQzE9QlE6caM5P+s9vLrPbPpPcT0M8RzEp2aqFU+mWgqVBYZ8WKoP1SiyeMHLC0xmYl7w5hUkOhpLNkawrCKmFiATl8BCTieKUiae7WVe/8MsDIpa8TZDRS2bDv3br+fZsFDlr2e74zO8XMyLy2fVcMGJ4tkpRwUoPkv6k9HWMl2cQXfxeFjyKorFJAAdCxcTXtABgOGvoaEwwXdve46JGgGa0jVijonMWw5KCRSVQqiB2pysi25w/ZG6xjjlUB7N8vE8y/hO/ov88pPrePrefvKhenIhnHrfcNgzX9WKYyWlEGd66xCWZbFxW5c4Lw910dlH7fO8du9F09wE7/yuaDczqcdYc/KNNI/VOIyKl2IK4rmxzVB1wlXauGlH6lP9MtZUAzQnQpzVfD8dwbUcF7mHJcdOfzYUTUNXxBpd8PQsZ/Gl8KrvwOt/D1f+FP5jAv1d69FTWVAUar4p6jfLOR/Gkz9BHe8kZwXJqmJ8NA6/AJZJLtrqrH3xhDvnK4rCO8+ehx3+3dphMzWE5k7NRCeaIZgSB+ZcTNfDD4oNZVBoYmyvU69rltPMXyzGSn1uFjsDfk7dbfL5u7v4zngjpaELiMqgjWVlkIl0Mj4XJBmKwa/X9eEzG2hpFd9RCNWhj4ywe2gvrZ5OIuVAnJraYzh98VWsuX4W379S5fl5tay5fJEzb737lVMSDlPMlIHg5zJfJG5Ilk64AdNQXaEyT+DcBtUDzSvJygBiJHrkAJ4/5649yYm9+GprWd4g5oVM0AOq1cMnhtRApTjVNecs5J4Pn01CPcCs3ic5aeMPAMH6a4u1kZgtgrSqFUWxFCcA6pxLNoaiqITyI0Tq48TrxHxhU/EjRfjhppvZI+uJl4Xcdf7mTTdjWiYdiQ5aoi3Uh+tZ1CfOv3fusfTWnYWlamzfrruZ6myJrm2j/OHHG2iVA+Cfm/oototWgqmDdXRefgUTd95JcfduOi+/gsFHxeSwt01nzvixbJv/eQ60XwSALxGhRnYECsrWcFl/mjnxOQSDPmz52q3zarFQ2LH4zTxz1rd46pSbmIh3cPx+C9+qjQDEV4jfGMj00N9xFgBr5z0DClw4RTR5myzXGKlfjj4sleVzg0xccBIPnazyaMutdNZtYvXCuyr2q2tzWcINHmFN252xRVRrzhRaQrfvuh1j0VxQFPQB0W3BAdVHGCvV7P8EqB5quKbi88e+/n5QFIcGPtXu2H0H6wfXk9fzfPaZzzL2/DPOZ4UxPxOqSmP+FADarbUsOrae1oXJ/54fMwNrbHKj0zblxuehNdm1B3kzBCMiq2bY9O9D1DA/dbzspeufYKzrQxT9YiIomxq9ucoI757jPs5t+ivoebaO9Ee+zFf/8En6/nonG7tThzxnC++i6r4uHaINy2ylg83L30t3PexuU9iz8HUUIs1EdXiF1oJpKRQnJKU0aDIS6gBFodAqFrHspI/y8B5BAbf7XDcshnM/KXr1fXij6xj7Q6LXNMCqH0FmGA48yw9qk2xWXSVxI7SJG/5rDcv/40Fu/NtmvnTXVj5y20b+ur6Hz/59K0z0UpZ9b31zF9O3282k2dazcBMZn3DO+/UO9zrI1mjWhIh+jj2wjt0HN3Drif9J4vXr0YysaIHwb4/DpV8XWTRFgXc9Cu97TtDY21cS9JV5ddMHuG/x91l2UNzzW64U/2ZXryMkFaILZTGR5OVi35I9FcMXQtPzhHNiQlVQUdHRFgvwsmzbb1iy+1ZUs0wu2oI6lqQxLe5fS6wS4DVFaxmLCMdgQmbAi6HqoDrur4wUByRjRAHCJ544bftIwI1ShwpjaFg0791M70c/Rus+V8DDW+rg99TcekVx1LAEY6qf0sGDDNxXw4pOi2QOgt//HeaTz/GH50/i5z81+MYfi9ROWoSa7wNMMooIJIVLK5zj1WXFc9Ti34l5UFzjxKwCP3rbOVx/+lxuOLODk9orHTxVURmrEVTPdKKD4r794I9SlqBasXTi1doDTrH6KT0ZMcvEvP0nj9Lm1cyrqNl+MaB66ZmtjvKtMBfkfuayY3jrGXN54CPnoCgKbzilnWNaqoNj27xzhxV2nR3fgrZqmzMRa6Gk6DT7d7I0/AiLQ08CEOdydC1INtKC4l+OhcUuv8Gypm7BElDncMeqMThO0G25XbZdCteK/879BHyykzLwvbokAPsCfpZ3iecr1lqkte8A++fHGaqBH54wwSy1j+eDH+S1rUJkLrsnQqNM1mdCkDayKJaC3xTPQ2JK1t6Q4CWQLlLUhUteEhUJxIt9NCSPPEaq2aktIqt7ZtuZR72vd0gcSizuSBb0BykrYq6wa/GisnxEle3BzEKZhG+YmsgEKgqtBVAmxVzp03P87kKVAc9jFZjnioLWtQrQaspn4ZS94jqOtq/goYlPcPf4l9kS/xAxqSGw5Jh66pqSgMhCz8l2cvLQLgf0ZOoErVipaSEkGSYTiXnUZcUcaPfeBjFeo7VijT528EziEydhWbBre4nVK7/AcP3x1JTEb/YH3flqnywJsFvuZDJ+dg9m0MdTABjyUoc9WTRF1Vmy6xZm9zxOsKZyrg1F/bQvFRcoE29nx5K3uACGF2+qqvCkh3ZpKDrBKl1XvNnpapnqFzG1HNHi0RKvrv065yZ+g1Kl/E5TNMqqCIrmvel2RYGV/wbLrnLeKuwUNZel1nruSa9Cq5H9ndfsZv9DDey7q4mTZFuuRPoAFpVJhoZTK1uVrpxXhy4zqftbIxxohIkaF1SfuFCM7eGG49HWb6awaxdEBHhOZQZYMCTmu/bRneS/8jEAmidb2a3Hef89Jif2jrHo77/jleuihGW9vo7wR46fXcOk6s6dqfAgRT3M+gPjnL5YiEQVggJUD+7M4LP86PEcrfUiWaO3nMXu2V+hYf/HODBrMd970yT/1fQcfunDzGs5vNaQ3QqxYDXx+Oh7xHVsPgtTV5yB4POMIUsmZFK1i1EUjb31G2jpSB72OwCCo+42PqOI5gHV6bALdK36wweeVU/7xXRwlIUt7cytjxJOxliy53ZqU8LHVpNNfP3srxNfMEuU8CkqoXLMAdWWabL/tzfzwftlGVi2H621g5Cs8y8FEpiKSrgEW0a2sM4nnuHLAs1suG4D9SH3PBfXCvZJfaje6UqUSnY4n/dn4tTIIGcqX+bB329nbsriukyIL/am+OLmh3iw5QOYp3+UwU11WKUSSjCIhcJEvIOsKu7h9rZaLtr9dia1OexbcBUT8Q7WZ5ew7aYRlgytxJT3vOTLM69mHj5VJS2f79HmyxmvXUx/mwDLuhKit+1sTui0SOwfBkUhJjU/nlMXkdMaKaslnos/Qk2whvee8N6K+3DB2WL+zkeaoSAwUCQ/SP0KIbo7WO7noSW/pWv2CxX7nXaluxac0uEuEnayxk5CLF+4gDnxORgli1WpFwjMFQHe4t69TvLInEHbyKn2vxNUe+v0TJXHJyrb8uzYNop/jshI5TdunLb/o+tv56ZfG3zy7pWsXH0R6+9e5YDAYKpMacSPERQU5EXRVTBrxbRj/E9afWM9iux9Z0kFO79XcVP2pC6YAQdUV1P/Bhd4HGgRg7Tgi2PpNRR8ATQphjOSq3TW8h2v5O786Y6itd80ePeWu/jb2srMqP0NcGjhQX1KcsPQPMJN4QbWr/gIb9/wI0brlzvvN4+bPDn5Psb2iG19YZOJqABuuaS4978I1nFpcSs7uh4VO9W0QyDCpuGt3LR5P196OkvfhKdW5uS3gxaA4Z3wnYWMqyq3SaGgU2L/BoAaHOHpfd1YFty6tpvfP+eKIzyyY5CJ429wMtUjepLe3SkMxUA3heerGAN89LPfQmmQtVS4QLQsVac1Q9bpGBb+5zdh+gwutSm+s0+ZfiH9IWg+Viy4mh/q5hNWiizqK6NaMJKA3g4TX21MTJwlqbSrJshE26hNJgjoYU4/KLL2HQceIJZ1Wwk0JtOY5/fzh5O/QP9FCrM+/VFmHyeixRtO/CiDzcIhV6fUU9YEaxiMd4k/5EKp+6uD6qlZCpseD5C46KJp2weCbgR6XILlgU98AmN0lFDeIwriCSAlPZFtr1CYfT0zgQYe/tjvKBlxtKBBMewDy6Lngx8i9ISo61zYD9/+jUFjysJf9zT7SiJjcUbbaZw8LII5J06Ie1qvdTmaALG2Ig319Xz1quX8x2uWVRUXKiRE4CIXaaa4ezeEEuL5BaDs0KAOZ/6AVqF0qVglTm499TB7HN40VeOyeZe5fx9lTTVAvC7EuR76ac5zjLZkmK9cuZz5jTPXm/Bmql95rNvSLuarrm8x0FzHDxNlFnbcT8I3zPGRe7G0DBpxJmPtHJgjxteeQB414ee4JXHmdAsRw+y6FJatuuucgOcaROtZu+AMchJM+ss42b9wQ4nztM386U0f5EPv83OgvYfjgrvoLy2jZl4Of0zHX1D5xu/FPJ4Ji9+18uDlzuGTNZXBzIIMiCUPpqndJcVzBoRDUK/vQ6kmqDgD+9553+MLp3+Bm8696aj39d6PFwuq/aqfvLKz4r2IbMemSpEZS7bwm9UoNCHaSyrRIQFiLL/CQK2gKUbecT2Jyy8ncsrJzrEa2sX4Sgc8wWjgQNgtn3n2YfE9KZ9FY12YpibhVBaDSV4deYar9z1FTgaYmueIz8qGSXCOeC7HaxeTLHaIz+dVBobqGoQjt3BU+A3j4QGMYA+m6me47ToaJG18z/AI1/7yeYq6wSbZZi0iA5ya0sgvHtpNjazhN2XG5LQ57rNVMkvM6l/F4r1/JVCldeEVHzqRKz58AqqmMFa/jJEG4dBa+kxaY1Y3BZjwZG/CeqwigGmb7wh9qqu995It6JlXpqobAxFfjKIm5t2RbIGvPf81bnz6RlbveIjJRx+lsGOHs22pqwuATdFRvrjqiwzWifszsDZJYSyAr2AQmxQAfSw6we0n3l/xXcHmyrGnqQpRSUf3WXE+/Y4gI0mhaVOT7mTZeSdTiBSxVD8TNUvo+8XNrA74KQPHrVE5a7cA1bFML6H+3SimjkqYdz8SJuopl33TnscJSGZfSRtnWVuC2959BqOaGwgZjfRi6RE+9JcXWNgoxqjuj3DwA/9OvkuuJ+1ZmiJi7O1Tj+Hh326H3ggn9Qq9GZv6DRAMV5+Lbes4eIfI5gMj+gIenkjQc9NaMMG0QbXXp/cMDROT5xc/yLH1R+5q0Ldso/i+LiGI5WtqYk5cALOSz/X9Zjcefm31trHe1PYY9bIbTry2UuDyjae/g46aDgLtHY4PEyknyOt5Crt2s/91r6Nw049RZBlgqDiG1thGpCaAgQWKSilQwxK/8CU2yNZoreUyfs3Paxe91vmujpoOAOYk5lAr3aVBj+Cmjp/goBgI2Ykietp9xvPRVoqzX0Xt577AeH8HRjaHMWcJY1+6g6cu+BHrT/4k607+JGqNQiZ8En7TXYfWn/xJDpTmUchHOHv/60gUxdzVXNPA5fMvJ+BTeFoGuxXfUgaaZXsqiTNy0RbszpzWskV8q7CeMVXlT5oAxkOJvVxz7Gv53SW/qwjoA1x/7rGUZVkqqgTVuSFal53qZM6BaW1bG9vjnHH1Aupnx+hY5gYmtICc82sWYqh+ck9+j4u3XMc713yLDY8fQG2RDKf+AWcQmocQRD2c/e8E1R6HqlsNsHNXCoDEhKipaR9eRlFGRMbuvYfn+p5z6qdThRRNqzvJ1V/HZONbmJU5la7IVfS1nuUcs+OBWRRD9WAZzD7zWFjxtv+hX1bdYsGoQ/G2BYACHlBtZ6oLVpD+TB/fX/sdtmVlSmMKqNYk0Dlm7FUA1Etl71ESBIspAMbyUUxkY4O6BYTq5xAYLIOl4I/qFDUfyVKWnc+sn06vd2ZE9/1A3p3QpoLqoFHZviZRXuR+VnBZBttzF1HS4qBa1C3Kkk90AJCNSGGkosKQCp/ZcjM5RWFVsY4Lfvx7rr/3zfzx4Ef569AHeMvd7+fXW35NtpyFUAI6BEVuRFW5saWNsqKglGbxq6s+SFQ+xFqoUgnyR9eexGnzxKJ1J5dhFDUsFNauFr9xZ9NzPHzMQ1iBHKe86wRiwRiReeLBNpUY/UqEt7c0ETDEeNQSEWqWiNfH9FjMTcylKSt/d/1CjmRW7UKUUY333i/u6542hZhlEjtDOJnFHS5lds2pn6M93Ex76hhCepRIeZz2nsccpUyAOUtrKZh5coE0vZedSN1b30r7UvF77XYcAJHwFFGmQIKhWFflyfmq11QrU9SpVbVI8to30XTjp/E1Nk7bPtyUJJPtJJ3dyzPNiys/U9zxU4i4Y86bZa3oQuMBAl1N57LpxPfScekog69qZFOD2/v6gWX1pCKQyMO/32UQbbiPxpTF+zcm+dxkmDf1lvljZwElK0ozai79FGZZRfWbhOtLbn3uIeyURYIJU/bHyPSPYAYSFCyX/u1tKXYoUxQFLG9tcYnTWk475PYzsdNbTq88/ouwpae7WeT6hSe9pPPx2omyXz1AOpWrus2sZBgUeN/w67lZfw3/GfkIalwKFNUsYLBJBB3WhPNcsryFQGMDc7ofRjGLJHNhPnPPHfz9vA+4B+w4q+L4z8sWMVdPZnjF9pX4TFBravBHDeapg+zbHeScxOdZNLSS4/pfxX3jX6K3vJzk4srSkJZxi5b0PE7qE07q+oBOTXQKqA7Z+hcqr//BJj5zRx16XtBAm327q3cpmIElQ0nesOQNFY7JjK1OOG5ltUQoPh3IzcQCaoDR4OqK9yIJuyREHN/STSwT2lrE/DWvqBKYEM+6EXWfjZoPv59Z3/k2iqftXoMUy8srMco+9zkcpcN5bchWQdm42G/pXPHsF4O1nPxEClUNOArKB0ZWMJopcskPnuK2XjGnDTadgqL4KQVL1LaIedEsFCgPDZFMVIKMZzv+zn6+TbA4jqVFaZ0QAKGs6DzXOcovn+zkaUPci8TkAWKT3ShqEOOp7cRLYpybEqSGPPc84ulHf0JbZX0viMzMnGPrOe584bTb5V7llyBmiKJMAz3+KoJ1agWornKcl1H92zHv8+CfDqpfNef15DQxvvKGxq27bmXVpnsIveEj9Hzgg+x/7TVMPv44AKUDIoBusyG2xtznVwsKEGF3XOiuzzMe6eeepTdjqTonXVSdLdTeKsZlpJSgLb0QHyqKnqVQGyFyyikk5iYBMU9NPvgQ78vu5qOTszn3+YDTT70m3YlqGURzotRqwbCYa+Mf/xBKKERjLkWiKOv3fYO88+x5hAMaxaj7fPQnOrGMCJYF7/vLXke7oRSIUbtO+JLRdoVGn5g3bcE+gKbJ+WApLNGOk9fZnBZgn2p73pBgd83vwTLRtTCNj85CJmWr1lRbntLBTHCchbHzZsSa2tL8FHcd81W2tDxA7Vuvp/GDH+DCuRdyWstpvGX5W3j950/l6htPJjxlnp1qajKDiUk6OMr25lVOxnjJgkrQF2oWyQb/rPmEpO8cK9aS1/OM33ILxe0iSFMIiUEULKbQamuJBn1OrXshVEe7VpkUbCqIYM3rF7/efS8sgvdvXPJGOopiHOUC4vsDstVXeV2XuGb9Ys6IZvs503iAsD+LqfpJhxcxcNO32bLs33hy/od54aFuDNNOgMTQL2imJSOSiQFfJQUepMq2zFRffeyVRPwR/JrKdr9BRrVQCTIg/Y9Vks2SibQ6SOCnxw1w69DzvLelCcri9yyKxPj86Z9nYe10XzcZTDIe8ogjWybh/AjB+Qs4odH1Bfzq9HVoxSVzedPnVxKOufc6ECgQKoxi+EI8ee4PuD39A3z9zSioBNe2c9+QrLkeHABLtoX1Hz5gVM3+V4Jqv4c++sJwkpq8GFwdbMXQysRLddyqiYGXuf8Bvnjbv/G6f76OieIEj3WtoWN0LgMe5xFg19xz+ex5H8RQNacuJlgaIvjGnzg0nP9XFvaFHeBsWzDmcbplpjpDiBtam/jt9t/TmZf1VlN67hatyiz0icc0cN7iRlL+OgJyYhhXDC5sb+PsubO5u6mdeLnA9dtFnU+0w6A4R0wCZ2993M3+GmV44U+OWJQ3o6Hp7gNa0ipVCBek19I0uI727kfd7duLrJt9PxPZ73Hc1l847w83HE9yURZ/zAIp5DQpaV5x6WPvK47yiclZjD44zCdvv4lbvq3zw5/rvH7NCOXMWswvfY+bfvJm0aKmtoMen8ZrZrexKigehSWxc/BpKq1hQSFRg/184PwFvPGUdv70ztN4zQltnL2wAZQyj238BgDd7Scz3J2jqOisn/0gxZYIH/zR5aw8TQCuluXHo0lK0Edrl7AuHCIs6diPzRnmi8tEpmNJj8XCRAdMyFrOhEe58BA2tDFK74NNNKShFFB54AyFC3J56q97IwCFXQMstNx2YsuN5Zw7LBzIZqsH1TJpHlqHahSwMOk4d5kjtGE7cEvPamPW4iQAQbXIacF1HHvt2XitJljDeLiyaG+8dR/VTAlVZnbKc+K0fulL1N9wQ9XtVUXhZ7Na+cWsWfiWuwyG2Ctfyez3Xe/8PRlzx3bII+hV9tDCA3PcOnKATGQOW83LadDSfPvkN7Mr2c6d88/mhVd9l5PvfphyJMjiPnjdMybve8DgFfePMPofNzH3/l72bXo7Cj6i0RI1JUHbDNboIlF/BFD9vpPfz6RsB5YPNLBnk0ER+5z1GVOvLU8bNp9edtQzX6yd0OQuVpOlycNseWhTVIXl74sQvXycs5e/NJDvBfbe33bG8SdW3f59r1hIJKAxojVwZ/27uPLN7yM4WyzgnfNfg6VqDET3sHx5Cx++YBGBBQsIlDO09Yr5p+aFhXz54H10/tuDcPr74RWfqTj+3rC4r8uLJRaa4nxCS5YIQUPg28qPWbXGYH7fpc4+v9TexNMLKhfnzfXzOWdAUMw3B3Qei5RJhCudA1PSvy1FpeSPkm38d8qBBJHsAItqVwmhpf9haz8hyV9O/Bp/PukrBEJHz2QAwYjIB8c4Zf23iE120zS0Ab9sl6bijmfTUGhpKVHEImIpFBDrslHjaa1WJfATDPtISEX1SdkKJhVroWBNX8fN+WL9CMcD1EkK9WjdMlad/p/ONo/vLvDjx/bSOZxlUgblLKk2a0az6END9H7qU+xacTJ7zz0P/vgzzzdYnLtiJW3ESaQFUIvlBehSZwsH9rsP72Zd/UJuvOQT7L3+LJqHRJu/s8aHac0JYGPav9Pzc8/tcLPzgUMwNwCWntFa8Xei8cXrLthf/0zHX5kMjPH83LurtsyqrKmuQv/+b8DUFRenCv371PYO0gVB8bTUJDXBGo49aBGQ7XqwLMb/KHrR26C6v04KJTZ5RPFOMeiP1DsBm9WLc1yz6Br+/fIbuPZbp3LmNdWD4W0tspa+HGf+6IkAbIoE2ffVm1GDQeYtFn7sSN0CAgZ88B6Tdz1okqpZgO6LkEfnlqveSfL1ryfXJvyoTHQWk7F2VvWfyLaVHyEbaaYUEn7DRKiXVx0n7n2w3n1mOuMHObNjIT5VYSRbpBgQvmWqZgGT8TlgmSx55ini5WGHIWlb0AxyzuCHuTL/dgAWnnBkVW5OO4nbzrPQTDGWR5LuPlmp2O2r0k8cIB0aYXG8MrB5KOvL9tFfO8It56u0fPazBBctIuwL8+tLfs2nTv0UTbPjtHUcOZAYSOjceuLXuP2Eb2IpJvVh8bzE6pOV280XgSzfrHZCso3W7LFa2v78DwqrRLb80fMjrFsiQHWyoUz09NOJBH2kbVAdrCNRrAwANR9YAw9+jlZL4eq2C6lVI5zZKPQ6ov4ox1qtlH0RQqb4/hV1QshsYlQlaFpEM2IOjWZ6OfbG91B3npgDJ2PtDDSfxkjjiQComsLZb1jEktPE/Tign+C0olw2302INLCXkxofqjjHk2eLYLlPU0GBPp/rY1lYbA0YKCqYvhCDTafy/MovECq8kXihjh3BAImCuKbBaR0vXIv4IhxsdFmUNROdhBbMxdfUWMFcOG/2dC2gaqYpUDe2o+pnQTPIWEz4xS+s24UpW3EFo0cfuP5fCaoDPk9Uel+cgCFuUCkaZK+s62wZOJt1S+aiWnDWdoveTC9/2vEn/rhuHTFTAAL/xA7OfE60SrJCbfhObuaFi19DISgeAkWpzKL+v7KQL+Q0QrctUiEUJR6AtYEEfTKy4oLawxfa1zVG+Nl1KzASDU60LUSApQfewpLeV/GNyUGyv/k+rbkxBhsXcXfjT9g274PkQ/VcfHAtm/5yF5auw70fJ3P3BynK1dLyLKqjC91FZn3rhorvn5XZxvId/8Xcgw9hGXm0xiDnvGcO69of4N6z0zSMbmbuAUGtmqhZwNPHKRBrJh4Rg31M1pjJ7lrMHbT4wL0mC/uhY9jEZ0LrOLzxaZObf2JwznaLN/1iN2/78XncmNvJlbPamJSRVstSOL9diCXMiouFSfGlOW1ePd963fGcvUgEE45vTxJoeIQzV4s6qp4mAfR2tD5JLpDm2IbKRbV9/gmEZNZ9wmpEMS18so5y81ydPa3iWrWNwuL962Gim0xfkKH7tgvRhCpW2LGD3o99jLF/unoA8z56PbcXB7g6kyWwcAmhE44HC2Y9fRfRrAiy9I62UZ8WzlxLWICmaG6QOXu/xp3Lf8hGZTP7JgQYtrOlwbCPqz62guu/dgZv/+ElnPLDT+GfklFOBBJMbYBaapioeu5THSplQbLqds7nntevfc/rCC1bBppGw3veTdNb3+puV3Yjvg0hd/EcMtx6KsWjxzDvBLH9xuxV1FkZGjpm85FX/Dt/OPkaPn3ZMQRmz6b23wVL5ZpVFsuFthjB2hJ6KOJQ4Y/ZdRulLvFhICYXoyqZEq/FQn6GZE/T8eRizGdylFL2uc2cnql6Isqmqr9kASAv7Xz/xP4XfZzzTjidGy6/5iWfz3DOHf+z47O5/mtn8OoPHM/S4+ZW3X5JS5xnP30Bm790CQ999DxWzKmlvbW5Ypstbc9y81tOp6UmRLCjA3w+Fu5/iLJSIlGspyk9l69u+QXWJV+HJlEb+UT3E9y+63Z25sT6sjZ/JvPlHKS2tDGauBDLUjhX28LzgY+xoOAGeJpGlvLj5uVsWKAw1BLikdM+wNBxH6N+VIC89UGdumiA2BTVWUsGg7Yes4i1J1xIKZgklB/i0uhXiNdmX3Sm+qXYxR0Xkw4Po0QMx9l8MWYE/SQmD7Jy/TdZvv03qHERaFMs91k1dQVfNMF9kVJFb2TDU0t+qBKFRkkBH08uwgL2LrsBgAmfxSlXCMdxc0Bn4TEu0O44NgnAzmOuc1rUTUjhu3s2i/uentKPvrm/m70XXkT67n+C1DEJZtzgYtg/zmfO+RTXt7+2ghEEcOnKDoI2vVBRiB23jNSrTmcsLObfVM0C51ebzmbu81Qb9QTID/Oc1bVFyauu0xt9EZTGqV+ztfVpbjn5y2xue7yC6m1btfcqjvPfkalOyqCb6hfq2VNsQVOUYfm9ufgCHrzmQU7dI65w6GyhL5Bd9Rwjv/glxd2ijK63XqEmWMODJyvcdbFJ6+njDM5p4dsnX0s5ItaYoZo81y29jksXXE59fLpAmm02G2NpcQVLR0RSZ1vAYL6kI8+VNfD5aAd9Ladzyt4wQR0GpW7MAT/k2ubQ+tWvMD5PrBGDTSezfsXHGe4rMKC2s3rlF0nLWu0F82cRkuK67c3N3L/gL9y76PcsjryHW955Fj95swBGKemLPHnKuYAAHg33Psrknf9wavwBlOPE7122fz5Dm0UyZcUl1edhr9m+1P46Ub7xy1c38ZobruLD79EoybaGmjco5PEjJkLD1AZnltSyeyknZduwF2tBf4h0eARdK6FZ7vEC8+dXbGfX4PoaGhz/7lUbkqy4f5xCj8AOz7XliUlBxPbL5qGGw0QDPtKKm6netL2SxdRgGKJDwXeX8OVnf8tT+3aS+9Gr+c7tjzA4lKLc18fB9gtR8TEW7mXZdScRzfVjKj7eN76Ps2XJn2qluH7bjdzc/2UARmoXMiB9luMuaOWd3z2HEy5oZ+5yMY8fzF5AWI9hKgaLlwWJTXYTLIxxVvBXWLWVvl1LrQhU+2XN8YBHvHBIs8ip0DRfjJftx95ALtLC/PETecOmG3nF3jfTPiHWVSV5aEaeoijkPR0//OrTzP7BD1AUhYvnXoxP8XFB+wXcuPLGQx7DaxPHHI8vW1my+pbGd7GpVQTU6+JinA3u3Y+himdyzqxK7aCZ2P9KUB30+TGRve/oQFFU/KVJHk6rrPEodPfOvgSAszcHUA14/KnNnLBmCZO1YkK7p66Wzc1NmFYWBYVh/df8teVuijaoDrz42qOX01RFnZapjsTdSKwlF8zajJgcf3PK5zg3IjJO6iFAdTGg0LYoybwTGogEfJy4fLFD/54/fgLHDp3JqT2XccNzn6b/6SGKgQRrj389OiHyZi27F74OgHk//DIPfuTjdG65hStmt2FDoLLPXfAlG4nJ4CgjTMlcyVU6UM7QPfoEdyV1tnXFsIwAw0mFZ45VqJHOfV/TPP46J0w53kwi5AcsdviFQmw8Z3H1ZIblByxUC1IxhfVvOoGem95H8o1vpBioIZ08luGGE8hE2/jgLRP4Hz3Ayu0Wft1i+dgxRPe9n5ZtMXas6qc1JkCj6ptkcXOcfS8M8cwde9j6VC/agRT1wU2cu83CVFTyUQGqu2oFyL5sUWVda13THGfSTeTrOWXnmZiqWGAHkyXedsp16AEFzYIrd+zC2L+O3lW1jP71cTqvvIqxP/4Jq+TJ4OTzdL/3faTvc+u45l06RKKuB9FbDAjEiJ0lgkeaqbNsu+iBfGBiIRmzEVWDxgZ3Iiz4xhiMd/HxJz/O2gGh+J0IVmaUE/VhNH/1KSPqj6L9f+3deXhU1fnA8e+dfZ9JJvu+soclbAKyCAi4AaJicV/RFqoVa11+WrW2pbW17lZbl1qUarV1qVRbC4ogi6yyyb5DErKH7MnM/f0xk8xMyEaAhOD7eR6eh8zcmZzJnLlz33Pe8x5Fy/8y3wRNJZ/0fgmD8cTZAgBteODCw1KZi35MSrPHNR4TtCa6Z5yTpL+8QfqiTzD3D92X11AXOAEGV/8eFHTxrwt6rkm39QU9VHmdaDwu/nhdNm/cNJRFd51P3zjfF0ICX2KKq0bFV3xPZ/aQOqkAZVI6qqLFXnYA5+5VFDz3vK8NfQfD1W+BpvVZPINWw15/Qa99KRdTEN6XumKXv/Gt790c8jxBF8vl9rZTxk/GqQTVp0tf/3622VHZOI1OHG4zKVkRrQbrYVZDSGXqlMTQjI8S87HGlDHFYMCQnIzWW4fT3y3jSnvx7eE1rHzlCfKe/B271yzmx0t+zBOrniDff5H5ftVVZCq+9JhvGcy7KyfzsfcFSrCzu3oUXvSEaQ+TGrsfBQ0jDlzOb2Zq+Wr+DEwR/dH4z5P5Wi83X5TJ27cNP2HtvcZfXEjvHUKNbRIAkdGfExvjD866YKbaqDWy9OqlfDT9o3YV02uJp8lesRr/Lg6KAhr/rIeaMRVPnxnsNnhZZQx8JtSgegktZXTE9/C9mYcSJlAU1osycyJeVD4x1fKVtprPYuG/5jr6xQcG3/pO7nFCZtcS/36tBf59XssIbbf7yD6oq0PrcpH81gKSFy5sLMwEYFJ8qZlqRQUuf4GjBrHJDgYmuhp/Tgq3YrE6+e3lR6hT6qgz2KmwxvHRBBthWt/3UXAP0UUFXfC1ktmiKAo5wWN8J2Z2tlvDYL3OGxjAbO6z2NKaaZ0/9Ty5b8cHZFo0ZT5MfAxmvdPs3Uadllyb7/cftyXy6ey/kXh8HJXmKKonjaX6qrvwaHTkP/009Tk5eBXYGwNT06fi0Sq8PdjA3aPCeUR/Ifv7fYPHnyJao6sg0nLisqWmGuoGGItcKF4N+3QeDuu8jTUm4uPs5PjXPm/vdT3fDHmQeq0Jvct3AXVMqzae12rjfP2qwhaPV6PHnWAjKS0wyOYu2MzN4wIDzrPHZGJxXsuRyqu4eahv1nNy3xhGprup8L9VkZW+yYAK7Q4AvOXlpO37GJu5nsvuGkBlupX9QYO4cZkuIhPbPgdMTJpIhDmCMpNvNtde66b++EDybW50/mrgRjWQwagGdeVSUz6OFq4jmnpq7FNMSp7Em1PebNfxLTHrAh+WMEXXeI4x9e7deL2qsVrR+LfAUgwGTP7ttqqbDAAccZlw+ItsufyZChajllKt77q83BaPqcKKWu/7nVEeFb0jHhy+AQIFX6mYeG8Fw9YsYNGPHqeyVsvBxAkArEn8jKHfPkBNvW/Zgr4hLR/Itxzlu+LtFFqO4FHqUbRmSvzLCO5bf4AFa32p1fH+mXSP1/d3rrKXYHbZGLbuN4xa9QgxURV8ZA4tatmwvbDBPyF1OCio3qvzEGEz0nt4ICOhSldKiSkPvddIr/xADKALbz1zoCa2mA1x/+PzzDdYc0c0Rv8EXWZYJkt/sJQ/jPtDuwfuqxOS+fHg6RT2sHDJnP7MvnEXXxmHcjhsIwAafRIejYHoqiI8Wt/fIjq2HZkYTZx8wvhZQK/R4VW8aFQtOzN9aa7uoq187orAFpHElbMH8f5v1mL3DGBnxuWEF+3kxrVXYvQGvoTMVblsinawKft2rvPkEHs8jbCqaA5EHKbGPzJl1p8dQTUATYLqsKDOaI+OpaQIeuWYuaewmGG2ZPDsYg2gabLm+StTHbEeDdkzM7j8/MA6rBGD+nH8r6FV9ADqDU629/Lt3WgJ+jIudvfBq+jQqPWEr1vG/TdHUKDT0vC1b9IHAqceSdk8mflrSqqTCPeGpg0HK7HY+S6/nJ+9vwWt7QcM7llE2C8HsG93LiwCRRPJTp2VW9Uiphlq0Vr2UVmrYVf65cTUbGJs0df8pdTMcVsC2wdMJr33VMKdFo5kV7AmZ0TI1kMZe/7JrKVLUFA5+A2s7j+G8+t6kJNfQM6GApIvSQYVhh3P4Itnv6XoaGjWwlWae9mdthr78YMoGjM1Wi/Xjr2KMIuDSSmTQo7VulxYqo5RCPRRh7G70EO93oLirWPuiIeYOWgi+zLWUL1tGyWfRFIS9FhPURF5v/oVVRvWE/c739rBnIcfoT4vr/EYfaQLo/MobHw78ECDDfPAQCqv21VCuKOCojLfiT09OxqrOYOGMVKvwwrUYNVbGRg1kFRHKpNTJrf4XjWlKAoOg4PdEesZblvPYRNkGMY1e6wnKhHwndCPq59gSryz2eMaGHValv3sArQaBaNOC3Y7WvuJX+ZaT1CQEXSizXYHLjaiUxyMu7Yn7gQbOr0WZ6yZ0oNVfFL0a0Z+uYkRo5MxNRTSKstB2fclluxUliT9X+OaxLAfJHP0i3zYVEmcPbBmHcBy3SPQu+11xIqicNgGdZUqeo2OTf1/1Hhfua39eyPWBRfpMEW0fOBJuLb3tbz93dv8aOCP2j74DLup700MjBzYWLG6I6KSQweHKgwlIT/rY2Ko3bOHHu56NhYZSMrtxS3/+piw0r9RBKhvLyD9Byoeh4VoUzxjP4xEr9/HzvIS3LYEDpT5LqQO58dRMmcdq974DvDSZ0p/0kf2ZN//rSTueAYzU2ZxfeoNLKrw7TBgywrjuqt7Ne5z3JTTW3PCbbHmTYEfuiCoBggztTwb115qk71iG4JqAEWrQj14xzyExu67IF1tqmdkjX8gxN12UN13dByr/7mDmloDR+J96YGWZBtHSwt4aeleX01DBTKiAhfsjhgHwy6LZ/W/j1BjqCDrhzZcSxxwwBckXzYgjqU7j1FVXo7Zv7WMqboIU1YWCc88jT4+HtXjwawPDADo88qoyzuGt+w44SU7mJyVg+PSyzCYdbiiLAxMcrF6n2/A1WnWY9Vb8Wo85FmPklCezDdD/4+4OB3HD/me0xS0l7mpb2ApTNPBgKa+jdGSttt3LVBZ2fH3z+QfVLWUzaTM9RLeisxmj2suJRzg+l+OpPBoOQk9T70PncAcBuff0+ohSpiNxC1LOJQ4njxjGnkZaexKOQ+OWSA/Acu4+xi+xLes67vU3vQ5lsII61jih8Xz7LpnWG+oRon7gIiqQBBtMOt8mVptsLtDM0uqMm1McOqIdfhuN+u1rLaqXFqmokOhxhTO4fixFIUPhwo4pvWS5J80umP8jfx98UZ0tb7PQvqgSIZclMw3Iy6hTmMivHgHJvc1jb+rV4yDv88eF/q3UBRuGZXK+5u/Dbl9UaaeURt9/48q+JaR9/dHH+OmfHcu2/UeUvyFcRoyvdpi0Vt4bdJrvFv6P8iDiLo4bHoXyXkjMXhNVOrL0CYF6pkEjxyVGIux6tt3nssMy+SpcU+169jWGC1BGW/awHumaDREP/gApR9+hPv220IeY++fDsVQGJ7Jv2/sw8VvbkMJD0OHGw0aLJoibDG++MNm1LFH52EUegrcWcxY8TbZbw2k1mRiT/olvKK1E9cvnAVHN6OqWiapMdRW+j7fesdxcmJ8y088lu3sc/u+Dxaev5a7lkeS6wgUes23F3PfkPvYWbyT5YXvM3bvDwL3qR6e+GQbh2q+pkj5hnjDWGz+rdgMSfUh74H2p2tZ8rsV3IjaOBjcEMjq/EH1Ea0Xc5aL3C1FbDZ4mNovnj6j4vDUe3lu2cusTfRtEftW74/45sMNUFZHinkZRTE/bvW9CDO7WJ3s29J0iPHqkPva85kLptMooFEojjeRkhXBS19O4MnyBBwxv6XUlI+zOpKDiROIyf2MPf6lHVFR0W08azO/56QfcRbQa7WoihdUqNdb0deVk7HnAw6Pm8uV/WKISrJjdRmpKKnhcMJEDidMpGH3Ci81RBTtIcKwFTS+yqvFpiJij6cxZs/VJI28ldwY3xdYRkbbqS2dJmj2ylm6B1tYYJ1JTGYiJavzyYueyA+O/gtqyzGV7gZGhWxtBXDp1T3ZerSMa0aEvra01HQOFH+HvvY4Xo2enjvfIbJgIx9Nno6rahwApbpqFvd7lou2zMFcb0M79xHU5x/FXlzFjA+0qBovOhPkm8GmD1ysmHQWjub7qk27m2TyeCsCwap54EDwFXvFrQzi7Rnj0Ws1qL1UXvtiGTWV9cRVRrDBnoMx7ymGkUj/gp9wKFHLYe84orcXkFl8nG+zfkit3sXmLwKbw6PRU0odqkaLy6thd/oMchKH0XvHWxRHXYa7rm9Iu2rX28jWjmXY4VEUUYGKSrE5j1prObYyN7baMA4mBU5grlQnN/Wf2PxbZ7FgqfGN0sYVpmH2h8360h0MTbwVAGOPHlRv2xbyOPftt6F1Ojn27HOU/ftTDCmp2C+cSNmiRaDRkPTGG3irKtFbvSiLLg9cWOmtoNFgHjQIjdWEt6KasL4WLo1/mW2eRKLHTSb5kguo3hq4EMvKGMXT4y5jQtKEDqfsOo1OimuKKegxEQ7+D4O2+YIg9rDAF9Wr4zfxob+GQWsSw1tOp/53r1cYv/s6lme+x4/xvwdBryHcWR1yfN/RgZnL9N6RrD/oSwlasbiazV8u46p7+2JOy4Ldn1PhCeO/tY80FhsBWPTXXMqLfQFP/OBUWOq73f3DO7EMan9hLp1Jx0pTPefVgsEbuFiusbR/prrMGI6tyn/8KaR1BrtvyH1c1eMq0pxpbR98hpl1ZkbEjWj7wFY4o0KD1mpd6ABZw4yfy1sIWEiqcBBRpuFIZARFcZOo1URx67I9pO5fhEd7mK9H/ghV0VIYNZS9adNDnmvRi1sBX8ptv8lZ6AxabGFGyotrOG/vNAoqfe+VI8LE9XNa7ysjHUdZfryWLdFfU2A9jMtr46aqXYEVPV2Q/n261DbZd1bjcAX+r1Px1IC3srJxOzwvXkateIjjtgQOXH4v+Oo0tZj+rdFqiMl0c2BrUWPV6wEDoui5o4YdeYFaAa4m69iHXtqbgRf2QKNT0Go12HWFLNp8lNvOTyMlwsq3h0p45dXn6JvnGxy2lx8i5csljQUQFa2W2DtvhVW+51PrPRS9+Saect/vjIgx4woa5ImyB95Dh1nXuPxie8xSYvdcg1YNBNQZg6Nwxwe+Vw0pge/w4EJtzTEb9WiowIseq6Gw1WNbE+bfC7e0KI3KwnuwaF3NHtdSdrfFYcDi6LoaNU67mcw9/yAm7xt2p02jOLw36BLAtyyVSm8CW/vcSrErkzqDneGHYNNzFfQamc2r2Qt5f+GXRBcFAkDFqPLU+N+36zszOs2JzqChvtb3vfvcnOFog87ZiqJQ5tLyCtX8YVAye5YeY2/aVKjwzd4e1nkZ45+pjrXHkph0lJzdviVWUSkOFI0GR+n+xufTRrQd9J6X7ubFKD0pxQr2Ci+YNGypnchnyUVMOrqR/PseJzk8Aj1QXlPPdoOHKTFWkm0mejVZq9+aNFcaM4dM57N1W+hvzKYi1Uz9t77vlx2R35BlnRk4ODioNpQ1prB3FpMr8Llya0O/O8JvuIHwoCVnDVJ/divLH/oSi86OJu8miu514+p/nJT/+C4OovR7wOg731sMWvK0KvXeGnRaI6uGPUqtv2iktR7q670cXFfAWHx/39qgmjB1BjsHkn07dPTUbCeu6h4uHnacGRkzSJgdy4Z3Pyfvzf9Qa7DRb+pgxva9gRVHVvDR7jtCguphQ1aw4XAB/zjs2+5xurF/Y1B97bRLsUQbMfbpjTE1DVVvpqiihmKNEbc3tJ83pH+jwC8O5YAT0iKt3DwqBUWj0P+CRCryLdQdNzHIOZV+5yXRb3gic176iN8dGsOT5taXyUVbAkHtqab16/zn6HqvSll1HX/8wrfMJsruYm3Cp0zYfQP7Ui7GXbgFjz9bwR5x8sU8u2dQrdFSr6lrrESXfOC/GOrKybOE0zfOiaJRuPiHWezdmM93Xx2issKLpTKHt4Yu4Kb/HGTgbpWKW6aRobOx+1g50cm9IR8MXhO5y31fYAoqmVdN6MqXGcIbtPVUrx1vY7Fd0vjz4EvS2bN8L9UmNytKb+SCqjI8x31fnE2Tv68fkdLs84dZ3OxWjnH+igdRFQWN6iXy7ru45pop/GflV2TphpE2IIn4vVvZdHAPaUUD2FKRxqhrr6Pk7bcYuM+XCr1miC9dItYRuFhp7fvG2KMH9fn5mIcMJrZfD/jS19Gn9ItprCqqKAphMVZy95by04p0fm6uJvZ/Q4kuD7wWVaNjXe0PSChZymF/FU2zw0BVmS9tuteIGH55LI99BZWMqtYxokZHhSGBtVmB9Rh1tfn84Op4/vlBDVU5MAzflgYp+z8l4cgXrOxZyfZEhcN2M5O3TaQwOjAjPXB48/vmNrTfrvWlB9WWe7HqfBdVZZX7Gk9Kkff8BK3LCbs+p2TNURSLnfCbb0YXHo4uMpKj9z9AwUsvUfi6L43bfuGFWIcP8794Ff6tCQTVRt8srtZuJ/1Pj+J5+xYMmeEoResZbl8OI+8DjYKxZ090kZF4KypIuu42eiVncSoaRg7z/anuLQXVvUfF4vF4UTNKON/+NmmuUwveDoZt4y9DHgr5Mg6euHG0MBMI0HdMPAUbN1JXWkhJbRTHPVF8/cF+nL1s9PEc5MuyOymrDcNk0xMWYyFnd2ljQK03aUm7ZjKlZTupPXwE9803n1S7LUYtq03VrI/7ilnHejb2Z81JVJysVr00XGa7nacnyNJqtKS70ts+sJvwnT8sFOf6PoNX9Lgi5H5dtH+/4YrDKJoEao1hfDn2+ZBjSp3plDlS0XqqGyvWNohMsDJsWjqf/WkLnjpfxxt3TU90/gvgyCQ75cU17FwdyC6JTGo7bTL71jsYuPJl8kfeSYFOQ1rRUcxv/9X/ojSg6ZZf3wAUR5s57IYEf3ynCSoyqDEZocKDWlXVuDbXUleNsbYUY1Ep+22BC7HWgpnwOBsHtgZ2kIhOcXK+t6oxqHaa9Y0zLcH0QUtERqS7GZEeSFUekOjCNbqWvV+vYXRuARm/eTBkRwEA9003wqpAccjSjz7CkOhb76sJWrYFEG4NfE86zfrGc+juyHXsiVhPnz2zGV3QB42iMOSSlJDHKhoNiX/+M7X792PMbH7GuIFZr2VWxF1srxpPhPsI0PqMbkvC/JWTy2vqgWh0luYrwGs7uN3amRZu0bOg1ySu27WYiSPrWFxtomh/6KDrsagTt1DdviKH7SsgmtDzYlxKGOfFtm/LVa1Ww8gZGWz64jD9xsaHBNQNwiwG8spq0PcKh6WBtfm10SbqqqpC9ik32wPfr9Epvn5jSE2ldt8+FIOhXYG+zajjn/83DoDqijpqPSrPPLmYZwdexctZ06nZpqf/n1bx8dzzKa+up04Bx9gYLj3v5CecGvaPLzlUQ+/+bij1/S0LLEdwBS01K3EW4z3qpchylFJ9eWN2RGcJrrDvjhnYrsfYLXqWOfOYXJKEodrKxnXVsE7PIP8gv8GxH9J+AoDVoAMFCjUq0eAPqH2pM9r6KjaadWTVBT5X7ngrQw78lfVFqeRHZeP1n/f3abXEGPpxd/awxmOzr72Ig4vfo2rLStKv8M0Ox9hiQPENJpvqfe/B1sqPMQSNbemCsvwi4m0oGoW0f/4TgOKKWrwqlGhU3E0SYvRNPuejMyN48+ZhIUuZpiRcy8qPB2Lt6w+QFYVDagRVlIZud9qM4G22Tjmo9l9rf7OvkPfXHuZ4TT2J4WYSHOGsi1hHVuEAoooHsHZIICYwh7V/+8/G39ORxr344ov87ne/Izc3lwEDBvD8888zbNiwFo9/7733eOSRR9i/fz+ZmZn89re/5eKLL+7IrwZ8+2OuSvoXg49ciIdC4nK+ZktUJl5FQ2qEf9o+2UFUsoMhUxLZOmIchspizvsm8BymUSN5vddQlu3O54r+8by9fSXV5XX0GBZNZVktPYbF4Io7ufSCM6leHxixMXgKsDsCo5CuKAsphi3sUkewU3shO18CmAe0fz9IvVbPkQiFsAoVRVVJ/ec/MPXpQwRw55RAmvhM840sWDeTxJLe5O0tY+uQi9hzxZsUFE/H7hmHVvHv1dsrsPVRay2If/ZZqr7diLl/f2I2B0bQM6NCO3NEgo3cvaXsODiTWfv8W83gZUPcYraVDee6cgcFEf2p958QU+OKuPjnV1JZVsuRncWkDYqkX0UaGw6WAFB0pJyj/9qO2b+Wpfd3fyU2bzXFK8A58CeUuHwXKckH/kPq/k9QgLFbYOwWFagAPmJbnZbchAkc16r0HdJ6mki44TiOsv1UuhLRlB8j/cB/WZbVz7cFEKCPjib6gQeAB4isrQWPB43Zd59z2jRK//UJFcuXo1b7LgBsY4MqHioKXPEavO8P6oLWIOkiY9E5PHA8B+r8JdIdvgEAjcFA2r8+BkVB6+zA9jpNNKzBXn/MV4yupaDaYNKRPSkZOD2ZIP0j+7MpfxPZQRdD4dEGBlo+xKU7isZ5U8ttdpu57HFffYB1Tz/Pqh1Oduyywq59fINvHZGiqFw+L5vwOCsleZVsXnoYi8NAxuAojDYjUT/9aYfabfOvK/XWRHPEuasxqNbp2/9eGIw68FdMTmxj/83vs8m39+Mfv1tH5pBoLhj5WMh9ev/WKN79u4lRw8gx92q8r8xYQI7la3oVXtp4TgBQBziZeXEmqhcik2xotBpu/8MY1v/3AHqjlpj0wHs4cGIS1RV11NV4KDhUjtmuZ9hl7RhIislCc/mLRAPRAGrQ50lnOlMllDuFXmtgQ7pCQqHvXK6xBAXKJiNQibeqqjGN2OrfkaBaq0cbtB67tb3UU/pHsOFzXxZKxpAoEnqFEVtY0nh/WAsBYVt+NeEJ1AlqqxX6UwdEsO/bAhKPfImnpJDaet9gvdbRZE/roBl7p1lPVkQWV/e8mrfXrcdTncAmJYU/Pjqc+lov7rgTL/Bso8+H0S0vqWpg1Gtw6XI5z76QXE3HB0+b/s1aKkjWxi5LXSbMamBhr0lUXXU9145KY7Si5dj2EmLTnSzIeY2Sf1mJqEggbDBcd91FqAos+et37FnjC3Cj+4Tx6v48LAYtf7xzOBHxJ3fRnTUugaxxLWdmNWQC7DlexeCLkln36QFSstx8HQFsKMYSVCsiOGg2+Qdn4p95hrxf/pKon/2s3W1qeB6zzYAZmDUsiY82HqVvXAQr9hSy6XApheU1/oEUsLURCLXEFW1pzNph0dHG24+UDSPOFgiejkXl8rr9fuo1dXir4zF39kx1UMq32952Fh34Zp+36MyUZD1FUlk6ww9MReMvWXXYeohlCddzoX+5TkONmEK9jmj/qs5x1/Tk+P/dhbEsl3+Ov5P/WNxMOw4DjDoGFf+buuVLSA5LoSiyLx7FiJZatmrsxDYzkJ7wxz+i1tWj9RczjrPGoXgtfNbzVS7bNoeaYYeY1WsWX+7dwqGS4wyyXY09Sg/7fY9vWkSwsMJ3fbHVrpJe7FtL30CjUdBqFDxe33n8ttFpJ9QGSfHHZLuOBQqyVfj7krmNCYTgmepkx6ldLzZ8l+SV1fCLT3xZocNT3dQY7KDAkqRF/KCwb+NgtaG2DJ2t9Zn05px0UP3uu+8yb948Xn75ZYYPH84zzzzD5MmT2bFjB1HBhTP8VqxYwaxZs5g/fz6XXnopCxcuZPr06axfv55+QdvjnKztUWvYEe3LsUqZcANPfuH7gye7Q/8IOqMBQ2VxyG3Ls3RcNXgMLpOFa92+x818aCiqquJwn95iP6fLrshPyTw2mfj9rxLzyksohtCAJWVCFqUL158wymqj+f1cm2Pv0RsO+DqbsXfvZo8xWyM5jyNsj1pJVu5YdqwtAV7GBb7RMEWlX3Y0mRN7Nj4mOLA/VFQV8nxamxXbKF8qe4wzkJaZ0CTdd9CkJHatzaPGnz6pmut4r+dTFHviKKvUE2HLpaA8hhKXL5hP6ePfE9JhINMf8EY7TEzp5z9594M/795E7Wbf73GV7uKoO4EkfT0D9ZvIMWmp2beEA7aNLJugYUxxFH3qI1G0OuqLCjlSDX+Oi6PKWkNEkh2jufWPksFlZ8ia34XcNu4X9zRf5MVwYjAa+8snOHDDjdQdPAg6HdaRTVJi7UGpWMHbiTQE2JX+AQuTC/SBPq51uVpt98kYFjOM5UcC1chrPbWtHH36PHvBs3yw6wOmZ0xvvE3RaBjl8BcscTzY/AObSEmpZ9UOL03rN/bsUUN4nO+LwRVtYfTMHs08+uTdNjqNhasPkBY9hE8L78FdEUdySV+0Ue3/u/VLdnHwmO+Czxl5dp67zgbueBu3PHl+s4X2dDG+c0LlqlWkGrdTlP1TaoxhFNir+TpxITnOPRw4tpPEvCvJKE9BZ9Fxyw1ZWJrsd6rVaxh6SeoJzx+X6WLGT33bH1WU1mAw6UJmQ9vNHlQ0xXMW1fvoAIPWQJ5LoSGXKjio9g0mVuIpLWtMI7bW+QYTK/TmkICttdm4uEwXV94/hIqSGlIHRKBoFGKdgc9IWBv71bZEUZSQLSObM/n2flSU1JB/7ZPUloCn1Jemq2lSCyLcEmiD06xHq9Hy8HkP8+qHvi15tHotYTGnPlg2ODmsoYwFYfr2Ly9pqunfTNfCjHR7B/M7W0PQ+sHmPD7YnIdRp+EnE3twR5qTG2Kv5U+6PzE5czTxlkwe/ngrn2w6Sl2Nh4l2E70SnaRMTWL7y0eJdxkaZ4dPp5QICyv3FvL057v4992juX1SMgazjs/f8dW7CQ6qh09N5fD2IgZNCuyLberZg+QFfz2lNvxiWj9+Mc13bT7+91+yt6CCzUdKg4Lqjg1GKYpCv7HxrPpwLwBlipfDOi9FdanEugLBoVbRUa/1fQeqHhPGzg6qg2eq27nDgaIoWLUujpYNoyBsNbttLzCwcCCKCqtcB5gYPrDxWLv/73dMq9LHfxrvOSKWwwkmqjYU8+yn8/kseRjjcjdjqqlqTP7ucfdNeCOcFP5rOYOt77PA+yNmOk/8ztcYjWAMDNaZdCaM+Xexp7KMPzhq2X+zb8nhxKgiZr6ykhXA5Zf1Iyy6gv7jTxxEKPIH1TXhen4wd+gJtQEaAmqArPgTJwT6xPo+J/sKKiivqcdm1FFV6yvQFNyfm2MM2hp1UFT7l9Y1p3esA71WIcxi4NhxX7bhsNRwNlb5zsklljyOe98mtWgQ5qp8wop3oBimn/TvOemg+g9/+AO33347N/tTHV9++WUWLVrE66+/zgMPnFja/Nlnn2XKlCncd999ADzxxBN8/vnnvPDCC7z88ssn3eBGqgYU3xtzNDyeMqOVpHBLs+svbBMmUL54MebsbKyP3s/FcW5cJlfIMfbws3t92uL0z1iZ8CVV51Wx6bwxJ9yfetFEKn/zSxzH92MrP4KuvopavY2IGANw24lP2IyJj/2Jo7UP4bryypYvVhSFB+pt/Dr8byy1HeW8fdMxenwf7PWxhzlv3Cgmjw1NkQqusDo0peUCJTGOwHuQGBZ6snBEmJn16HD2byrAYNaRkhXBdepw5r79Hcspok5ZD/iyHxQ8JGS0fSGS1MNO1Y7NGJVybps8l7490lhwq68yYV+grHYmJXv+xQxXBkNjhobMTPzp/W/ZvvYw4CU7pu3Rauv551O5xldVuzgxnQO9h3L16AFtPCpAHxND+if/4vj//oc+Ph59TJOqhMEX3MagC7em+3Xa278O6mTd3O9mruhxBZ/t+4w/b/4zF6VedMZ+V7AIcwS397899MbgAn3tfM3uRBdXu+/FlDEYyw2vUvjUdMqKaki8+KHT2NqAqQPimDrAlzWQtf2nfNfjO2pqtjFr6Ix2P0d8gp2Da46hKNDn/JaXIAga07GbsgwNFEEzecqZdqEH17SR5HtLeP+fvuUoe6MOM/ECuKHn+Zj1WgymjqVeW52nUFws+HPt7d5BtV6jJy/oq+CCj6cQFh9Dcl090+MNxOyGI2/8Ccdll6LTKI0z1RU6Exr/djStzVI3iE4NDXxigv7+YZaOBdXtodVpcESYKc3MaNzzGDihwGJYk/TvM+XuCZngH+80eto/0N6U3ahDp1Go919IN6RUNtXS7V2tR7Tv+9Co0xBmMZBbVs1vP9vOW6sO0DvWQZxrBoXuKH71wXpW7PEPRCvwb201/z5azRf/9l2M2zv4+W/LPRf24NtDpWzLKePVZXv51eW+rIJKfxASfH0bFmPltj+ceC14OmUlONlbUMGa/UVBQXXHX/vgKSkMujCJ7UfKuPgl384tyeGWxqV+AJqgbetUr6nT0787OjtqM+k4XjqE+tIh2NzFfJ36WwCywy7h3rGBSSazQctvr8jCU+MlJa+enufFoNNrcVx8MVUbfIMnUw740mr1SUmY+vbBOnIkriuvZISicP/mzfwjfypHiAwZjGhNRbkbb60rJG10cHIYk/pE899teTz0762sfHACEc3sG90QVIdZDSE1HZoT3sxAZaTdSIzDRG5ZNZsPlzIi3U1lXfuC6jEJY7Ab7IyMG4mtmb3nT0Z2UhibH5uMUadhX0EFq/cVMX1gPLvXBZ73X2O38+qv/CnNHRwYPKlPR21tLevWrePBBwMzPxqNhokTJ7Jy5cpmH7Ny5UrmzZsXctvkyZP58MMPW/w9NTU11NQEKp+WlZU1c1Tgg/baV/mAk9GZzRdmiHnoQcoGDSRs1iw01m6aIqlApak6pNx/ML3VQr+HxtBzyV+oOGYif5Pvy9vozmj2+Obo3G6SXnmlzeNsjnh+vX8Zi+3/4dGsPfTOG0mR9SgPXvcjhsScuBYzxmli/28uYfPhUqJbuaiMDgqq410nvk6r0xhSZMqFi4cu6svsgrV4ju/nTsuVlHliqPI6cES3/TpSo6z0CP85AD+p/ssJFzUOg4Nre1/b7GN9Wy4dpleMnVvPP3F2qin3LTfjrazEmJZK72nTGNnmI06kGAw4Wlo2ERw4eoPKtBubrN10nLmgGnx/s5k9ZzKz58y2Dz6TKgNLCbC2c69BeywR+v1w8CA8+TmRNWVEmgB3fFuPPGWzes3q0OMGTEjEHW/DEWE6tYDte0xrs+G+4w5K3n+fxJdfxpzlm6WJVaOx6W2U1/nS1pJcETjt8jc+HXIqcihMVtiaBEV2haKaYooMBvYYDOTF5/EooNm1n+/69+ddPTTs2FLtKOC3W24BWq783ZqYoJmdpkXKzgTn1KlULFuOWlODPiGhMSuigTso/Tu4YvYvpvXl0Y+3Nu4lfKpCBslrK1o+sB3P47IYGrcYayn9+2ydqZ45JJF+8U4yomwYtBpe/3o/T3yyjSMlVRwp8Q3c/HWlbxBEq1F446ahZCeH8daqA/zm0+2Ny8espxBYtibKbuK+yT25+S9r+Ns3B/l4oy9Nur1ByOk2vmZ+0CEAABaiSURBVFcUH208ystL9+L1D1SfSlANviKCsUEZpXFNZlvTw5LZ5S9EqNY7Qj4jnaFneE9eGP8Cdd46RsePbvfjgvvEpb2y6dPzUbYUbOHmfjeHTBgBXD00qenDCb/+OhwXTaFq40Yq16xFsZiJ+OEPT8hcNKSO4os8Xx9tLv27OdpmPo9ajcIr1w/m4ueW811OGaN/2/ye87Ue38nX3UZmT1Qr340jM9z8c/0RZv15FXajjuMN6d9t9Ge32c2yq5e1eszJaBiUSou0NW5lF7w1ZGJYKnFPXkP+c8/juGhKh37HSX06CgoK8Hg8REeHrh+Njo5m+/btzT4mNze32eNzc3Nb/D3z58/n8ccfb7UtVpKpZCeq10BtRTSKAtMHNX/xq4+Px31b+2Zrz1Z3DbqL5zY8xx/G/aHFY3Q9R6Hb9GfMEXVUFegpP2rCNKD9s6HtljwK9i9j3PFS3I6jrEr5CIfGSGZY68VSshJaXysa4zTx8CW9sRh0bX7YGvSJc/DRnFE8+/QXaD2fE6Y7Qpi5CsLbXrOY1GMgpdgo9lqpQe9LkWunG0YkM75XFPEu8wlrSJqj6PVE3fOTdj//SdObIH4IHFkLGUEF9kwucGdCoX+P1OSOhPPdUNxAMDrBGQ/adp7mYgf4KqfXVUCNfyDPkQCuxDPWzFOl1WlI7ncG9nz9nom65ycnfD4VRWFk3Ej+e+C/6DQ6+rr7Nv/gzpR9I6x/E/pe3tUtOSWXpl3Kgm0LOPbkbUxImsBY4Njxw3x1cAlFiVWsLtxK/y8OYq4FS9BqiJ3xKjVeX/DT2938EqXWRNuNpLgt7C+sZEjKma9C7Zg0CdvYsahVVWjs9hOqdJsNWjKjbBRX1pIeGZgxuWFEClcOTsBiOI3B2/iHYckv4bJnT+lphqaE8ekW3/VbVoKr2WPG9vBtOdVcOmhXUhTFPyDuc+v5qaS4LeSU+pYXbDxUwj/WH0ZV4crsBMb4X8fto9P4YP2RxiJ3g4L2Fz/dRqS7iXeZOVJS1Rh8gK/Scp9OrvNzYZ9oYp2mxr+Py6InOeLk15k25bLo6RltZ0fecSb0Dh30fnLSDxm6tRdfH9rEmAGTiDlNBThPxtjEsW0f1ER2kovdx8rRKHDpgFiyk/pwZY8rT+o5dBER2CdOxD6x+Z1kwPeevLX6ADaDLqQvt+bFa7O5650N/Pry0HoKvm3VUrjv/U1U1bW+gf3g5ObPl3dNyOSTTUf56aSezd4PMOeCDD7dnEtVnaexT8c5TSG7H7REqzmzA0n9I/qjoKCiMjJuJM7sqTinTu3w8ymq2mQj41YcPXqU+Ph4VqxYwYgRgTWdP/vZz1i6dCmrV68+4TEGg4E333yTWbMCMzEvvfQSjz/+OHlBe+0Ga26mOjExkdLSUhz+Qh+19fWsPbIblyEci96Kw6xvNvXgXFJeW952CsTxPKgtR0VDXZUefXx8h7dIalXJIfDUUuupI7fuOBFRfbHoT/1k21GVtfVUFBwh0ljvS4U2tC8jobqqgtyyOkwmU5ecvE8rTx2U54GzybqY+hooPezb17bpfeey2gpfQaeTOSlXl0FFfuBnR1zIGnTx/eJVvRwpP4LD4MBpPAsCBFWF0kO+wZ6ztMJye6iqSmV9ZeMWUs05XlpA4eFdeLwq+cdrQKvFkRqHzeT7no+zxaHrQAX0mnoPJZV1IZlRXanO48XjVTtn66Ca4ydmL50kr1flUHElCgoJYS0PKlfVejDoNC3uWX22KiyvobLWc8KAeW29l6MlvuJ5CWHmM3Nd5Vdd5yG3NLQqeZjFgLODxfVOV1uiHMbTNtBTW++lsKImpM5Bd6aqKoeLq7AZdR2u19BeBeU1mPTak8oaUFW1xT6bV1bduM65OQadhjjXqb1PpVV1FFcERkhjnKZO3y6tJYVVhdR4aoi1xrb4NyorK8PpdIbEoc05qU9HREQEWq32hGA4Ly+PmKZrPP1iYmJO6ngAo9GI0dh6yodBp2Nkcq9WjznXtGtNgd1XK1YBzujH2j97ZwBOTGTpfBaDDkvcyVcHNJmtpJwb53TQ6psPmnVGcJ87WyS1WzsHVkKYHL5/QuBLMU60n0WZCooCrrPhjHtqFEVpNaAGsDsjsDt9S7pO59nLqNMS7Tg7LuYA9FoNnXZteYoBNfgq/ia72z63tjfb7GzjthlpLvfHoNM0VjI+00x6baf9rracqbYYdJpzJqAG3zktMbxzJpaaW/vcltYGgTpjgNFp1p/RuhGnor0F6drjpIa6DQYDgwcPZvHixY23eb1eFi9eHDJzHWzEiBEhxwN8/vnnLR4vhBBCCCGEEEJ0FyedxzFv3jxuvPFGhgwZwrBhw3jmmWeoqKhorAZ+ww03EB8fz/z58wG4++67GTt2LE899RSXXHIJ77zzDmvXruVPf/rT6X0lQgghhBBCCCFEJzvpoPrqq68mPz+fn//85+Tm5jJw4EA+++yzxmJkBw8eRBO01mvkyJEsXLiQhx9+mIceeojMzEw+/PDDU9qjWgghhBBCCCGEOBucVKGyrtLeBeJCCCGEEEIIIcTp0N44tPuWDxVCCCGEEEIIIbqYBNVCCCGEEEIIIUQHSVAthBBCCCGEEEJ0kATVQgghhBBCCCFEB0lQLYQQQgghhBBCdJAE1UIIIYQQQgghRAdJUC2EEEIIIYQQQnSQBNVCCCGEEEIIIUQHSVAthBBCCCGEEEJ0kATVQgghhBBCCCFEB0lQLYQQQgghhBBCdJAE1UIIIYQQQgghRAdJUC2EEEIIIYQQQnSQrqsb0B6qqgJQVlbWxS0RQgghhBBCCPF90BB/NsSjLekWQXVhYSEAiYmJXdwSIYQQQgghhBDfJ4WFhTidzhbv7xZBdXh4OAAHDx5s9cWIUEOHDmXNmjVd3QzxPSB9TXQW6Wuis0hfE51F+proLNLXTl5paSlJSUmN8WhLukVQrdH4ln47nU4cDkcXt6b70Gq18vcSnUL6mugs0tdEZ5G+JjqL9DXRWaSvdVxDPNri/Z3UDtEF5syZ09VNEN8T0tdEZ5G+JjqL9DXRWaSvic4ife3MUdS2Vl2fBcrKynA6nZSWlsroihBCCCGEEEKIM669cWi3mKk2Go08+uijGI3Grm6KEEIIIYQQQojvgfbGod1iploIIYQQQgghhDgbdYuZaiGEEEIIIYQQ4mwkQbUQQgghhBBCCNFBElSfA1588UVSUlIwmUwMHz6cb7755oRjVFXloosuQlEUPvzww85vpDgntNbXxo0bh6IoIf/uvPPOLmyt6M7aOq+tXLmS8ePHY7VacTgcjBkzhqqqqi5qrejOWupr+/fvP+Gc1vDvvffe6+JWi+6otfNabm4u119/PTExMVitVrKzs/nHP/7Rha0V3VlrfW3Pnj1cfvnlREZG4nA4mDlzJnl5eV3Y2nODBNXd3Lvvvsu8efN49NFHWb9+PQMGDGDy5MkcO3Ys5LhnnnkGRVG6qJXiXNCevnb77beTk5PT+O/JJ5/swhaL7qqtvrZy5UqmTJnCpEmT+Oabb1izZg1z585tcw9JIZpqra8lJiaGnM9ycnJ4/PHHsdlsXHTRRV3ddNHNtHVeu+GGG9ixYwcff/wxmzdvZsaMGcycOZMNGzZ0cctFd9NaX6uoqGDSpEkoisKSJUv4+uuvqa2t5bLLLsPr9XZ107s3VXRrw4YNU+fMmdP4s8fjUePi4tT58+c33rZhwwY1Pj5ezcnJUQH1gw8+6IKWiu6urb42duxY9e677+6i1olzSVt9bfjw4erDDz/cVc0T55D2fIcGGzhwoHrLLbd0VvPEOaStvma1WtW//vWvIY8JDw9X//znP3dqO0X311pf+89//qNqNBq1tLS08f6SkhJVURT1888/74rmnjNkWL8bq62tZd26dUycOLHxNo1Gw8SJE1m5ciUAlZWVXHPNNbz44ovExMR0VVNFN9eevgbw9ttvExERQb9+/XjwwQeprKzsiuaKbqytvnbs2DFWr15NVFQUI0eOJDo6mrFjx7J8+fIubLXojtp7Xmuwbt06Nm7cyK233tqZzRTngPb0tZEjR/Luu+9SVFSE1+vlnXfeobq6mnHjxnVRq0V31FZfq6mpQVGUkO2hTCYTGo1GvkdPkQTV3VhBQQEej4fo6OiQ26Ojo8nNzQXgnnvuYeTIkUybNq0rmijOEe3pa9dccw1vvfUWX3zxBQ8++CALFizguuuu64rmim6srb62d+9eAB577DFuv/12PvvsM7Kzs5kwYQK7du3qiiaLbqo957Vgr732Gr1792bkyJGd1URxjmhPX/v73/9OXV0dbrcbo9HIHXfcwQcffEBGRkZXNFl0U231tfPOOw+r1cr9999PZWUlFRUV/PSnP8Xj8ZCTk9NFrT436Lq6AeLM+fjjj1myZImsxxGdYvbs2Y3/z8rKIjY2lgkTJrBnzx7S09O7sGXiXNKw5uuOO+7g5ptvBmDQoEEsXryY119/nfnz53dl88Q5qqqqioULF/LII490dVPEOeqRRx6hpKSE//3vf0RERPDhhx8yc+ZMli1bRlZWVlc3T5wjIiMjee+99/jhD3/Ic889h0ajYdasWWRnZ0tdklMkQXU3FhERgVarPaFiX15eHjExMSxZsoQ9e/bgcrlC7r/iiisYPXo0X375Zec1VnRrbfW15gwfPhyA3bt3S1At2q2tvhYbGwtAnz59Qu7v3bs3Bw8e7LR2iu7vZM5r77//PpWVldxwww2d2URxjmirr+3Zs4cXXniBLVu20LdvXwAGDBjAsmXLePHFF3n55Ze7otmiG2rPeW3SpEns2bOHgoICdDodLpeLmJgY0tLSuqLJ5wwZkujGDAYDgwcPZvHixY23eb1eFi9ezIgRI3jggQfYtGkTGzdubPwH8PTTT/PGG290UatFd9RWX2tOQ39rCIKEaI+2+lpKSgpxcXHs2LEj5HE7d+4kOTm5s5srurGTOa+99tprTJ06lcjIyM5upjgHtNXXGuqPNJ0p1Gq1UpFZnJSTOa9FRETgcrlYsmQJx44dY+rUqZ3d3HNLV1dKE6fmnXfeUY1Go/qXv/xF3bZtmzp79mzV5XKpubm5zR6PVP8WHdRaX9u9e7f6i1/8Ql27dq26b98+9aOPPlLT0tLUMWPGdHWzRTfU1nnt6aefVh0Oh/ree++pu3btUh9++GHVZDKpu3fv7uKWi+6mPd+hu3btUhVFUT/99NMubKno7lrra7W1tWpGRoY6evRodfXq1eru3bvV3//+96qiKOqiRYu6uumim2nrvPb666+rK1euVHfv3q0uWLBADQ8PV+fNm9fFre7+JKg+Bzz//PNqUlKSajAY1GHDhqmrVq1q8VgJqsWpaKmvHTx4UB0zZowaHh6uGo1GNSMjQ73vvvtCtmwQ4mS0dV6bP3++mpCQoFosFnXEiBHqsmXLuqilortrq689+OCDamJiourxeLqoheJc0Vpf27lzpzpjxgw1KipKtVgsav/+/U/YYkuI9mqtr91///1qdHS0qtfr1czMTPWpp55SvV5vF7b23KCoqqp29Wy5EEIIIYQQQgjRHcmaaiGEEEIIIYQQooMkqBZCCCGEEEIIITpIgmohhBBCCCGEEKKDJKgWQgghhBBCCCE6SIJqIYQQQgghhBCigySo7qZuuukmpk+f3tXNEEIIIYQQQojvNQmqhRBCCCGEEEKIDpKg+hyQkpLCM888E3LbwIEDeeyxxxp/VhSFV199lcsvvxyLxUJmZiYff/xx5zZUCCGEEEIIIc4xElR/jzz++OPMnDmTTZs2cfHFF3PttddSVFTU1c0SQgghhBBCiG5LgurvkZtuuolZs2aRkZHBr3/9a8rLy/nmm2+6ullCCCGEEEII0W1JUP090r9//8b/W61WHA4Hx44d68IWCSGEEEIIIUT3JkH1OUCj0aCqashtdXV1Jxyn1+tDflYUBa/Xe0bbJoQQQgghhBDnMgmqzwGRkZHk5OQ0/lxWVsa+ffu6sEVCCCGEEEII8f0gQfU5YPz48SxYsIBly5axefNmbrzxRrRabVc3SwghhBBCCCHOebquboDoGK/Xi07ne/sefPBB9u3bx6WXXorT6eSJJ56QmWohhBBCCCGE6ASK2nQxrugWpkyZQkZGBi+88EJXN0UIIYQQQgghvrck/bubKS4u5pNPPuHLL79k4sSJXd0cIYQQQgghhPhek/TvbuaWW25hzZo13HvvvUybNq2rmyOEEEIIIYQQ32uS/i2EEEIIIYQQQnSQpH8LIYQQQgghhBAdJEG1EEIIIYQQQgjRQRJUn8Xmz5/P0KFDsdvtREVFMX36dHbs2BFyTHV1NXPmzMHtdmOz2bjiiivIy8trvP/bb79l1qxZJCYmYjab6d27N88++2zIcyxfvpxRo0bhdrsxm8306tWLp59+ulNeoxBCCCGEEEJ0Z1Ko7Cy2dOlS5syZw9ChQ6mvr+ehhx5i0qRJbNu2DavVCsA999zDokWLeO+993A6ncydO5cZM2bw9ddfA7Bu3TqioqJ46623SExMZMWKFcyePRutVsvcuXMBsFqtzJ07l/79+2O1Wlm+fDl33HEHVquV2bNnd9nrF0IIIYQQQoiznRQq60by8/OJiopi6dKljBkzhtLSUiIjI1m4cCFXXnklANu3b6d3796sXLmS8847r9nnmTNnDt999x1Llixp8XfNmDEDq9XKggULzshrEUIIIYQQQohzgaR/dyOlpaUAhIeHA75Z6Lq6upD9qnv16kVSUhIrV65s9XkanqM5GzZsYMWKFYwdO/Y0tVwIIYQQQgghzk2S/t1NeL1efvKTnzBq1Cj69esHQG5uLgaDAZfLFXJsdHQ0ubm5zT7PihUrePfdd1m0aNEJ9yUkJJCfn099fT2PPfYYt91222l/HUIIIYQQQghxLpGgupuYM2cOW7ZsYfny5R1+ji1btjBt2jQeffRRJk2adML9y5Yto7y8nFWrVvHAAw+QkZHBrFmzTqXZQgghhBBCCHFOk6C6G5g7dy6ffPIJX331FQkJCY23x8TEUFtbS0lJSchsdV5eHjExMSHPsW3bNiZMmMDs2bN5+OGHm/09qampAGRlZZGXl8djjz0mQbUQQgghhBBCtELWVJ/FVFVl7ty5fPDBByxZsqQx6G0wePBg9Ho9ixcvbrxtx44dHDx4kBEjRjTetnXrVi644AJuvPFGfvWrX7Xrd3u9Xmpqak7PCxFCCCGEEEKIc5TMVJ/F5syZw8KFC/noo4+w2+2N66SdTidmsxmn08mtt97KvHnzCA8Px+Fw8OMf/5gRI0Y0Vv7esmUL48ePZ/LkycybN6/xObRaLZGRkQC8+OKLJCUl0atXLwC++uorfv/733PXXXd1wasWQgghhBBCiO5DttQ6iymK0uztb7zxBjfddBMA1dXV3Hvvvfztb3+jpqaGyZMn89JLLzWmfz/22GM8/vjjJzxHcnIy+/fvB+D555/nlVdeYd++feh0OtLT07n99tu544470GgkmUEIIYQQQgghWiJBtRBCCCGEEEII0UEyDSmEEEIIIYQQQnSQBNVCCCGEEEIIIUQHSVAthBBCCCGEEEJ0kATVQgghhBBCCCFEB0lQLYQQQgghhBBCdJAE1UIIIYQQQgghRAdJUC2EEEIIIYQQQnSQBNVCCCGEEEIIIUQHSVAthBBCCCGEEEJ0kATVQgghhBBCCCFEB0lQLYQQQgghhBBCdJAE1UIIIYQQQgghRAf9P8Po8f6XCSQkAAAAAElFTkSuQmCC\n"
     },
     "metadata": {}
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "ethw_usd_vol 0.2312636117745953\n",
      "shib_usd_vol 0.2537156677823432\n",
      "spell_usd_vol 0.21277045528324623\n",
      "sushi_usd_vol 0.2495770948895781\n",
      "avg_spread_vol 0.2157071394320413\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "As ethw, shib, spell and sushi are also highly correlated to each other, to reduce transaction cost, our final trading pair is spell/chsb because the spread has lowest rolling average volatility, which is good for pairs trading."
   ],
   "metadata": {
    "id": "4gLo3uR15422"
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "3. Event Driven Backtesting using backtrader library"
   ],
   "metadata": {
    "id": "br9VXHcFxfyX"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "!pip install backtrader"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "o5BYvYDhxyi1",
    "outputId": "579fd117-2412-44f5-ec4e-039d32f68ced"
   },
   "execution_count": 19,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
      "Requirement already satisfied: backtrader in /usr/local/lib/python3.10/dist-packages (1.9.78.123)\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "import backtrader as bt"
   ],
   "metadata": {
    "id": "_R5nymFZxv9O"
   },
   "execution_count": 20,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "Make data0 = spell, and data1 = chsb"
   ],
   "metadata": {
    "id": "v0o79h-z6lQF"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "trading_pair = ['spell_usd', 'chsb_usd']"
   ],
   "metadata": {
    "id": "OGgxrTSj7Fj0"
   },
   "execution_count": 21,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "Below is the back-tester with documentation in the coding, using the criteria for pairs trading mentioned above"
   ],
   "metadata": {
    "id": "JvvhpXnGz-o1"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "class PairTradingStrategy(bt.Strategy):\n",
    "    params = dict(\n",
    "        period=2,\n",
    "        stake=10,\n",
    "        qty1=0,\n",
    "        qty2=0,\n",
    "        previous_price_1=0,\n",
    "        previous_price_2=0,\n",
    "        printout=False,\n",
    "        upper=1,\n",
    "        lower=-2,\n",
    "        status=0,\n",
    "        portfolio_value= pd.DataFrame([['2023-06-09 12:00:00',10000]], columns=['time','Portfolio Value']),\n",
    "        trade = []\n",
    "    )\n",
    "\n",
    "    def log(self, txt, dt=None):\n",
    "        if self.p.printout:\n",
    "            dt = dt or self.data.datetime[0]\n",
    "            dt = bt.num2date(dt)\n",
    "            print('%s, %s' % (dt.isoformat(), txt))\n",
    "\n",
    "    def notify_order(self, order):\n",
    "        if order.status in [bt.Order.Submitted, bt.Order.Accepted]:\n",
    "            return  # Await further notifications\n",
    "\n",
    "        if order.status == order.Completed:\n",
    "            if order.isbuy():\n",
    "                buytxt = 'BUY COMPLETE, %.2f' % order.executed.price\n",
    "                self.log(buytxt, order.executed.dt)\n",
    "            else:\n",
    "                selltxt = 'SELL COMPLETE, %.2f' % order.executed.price\n",
    "                self.log(selltxt, order.executed.dt)\n",
    "\n",
    "        elif order.status in [order.Expired, order.Canceled, order.Margin]:\n",
    "            self.log('%s ,' % order.Status[order.status])\n",
    "            pass  # Simply log\n",
    "\n",
    "        # Allow new orders\n",
    "        self.orderid = None\n",
    "\n",
    "    def __init__(self):\n",
    "        # To control operation entries\n",
    "        self.orderid = None\n",
    "        self.qty1 = self.p.qty1\n",
    "        self.qty2 = self.p.qty2\n",
    "        self.upper_limit = self.p.upper\n",
    "        self.lower_limit = self.p.lower\n",
    "        self.status = self.p.status\n",
    "        self.portfolio_value = self.p.portfolio_value\n",
    "        self.previous_price_1= self.p.previous_price_1\n",
    "        self.previous_price_2= self.p.previous_price_2\n",
    "        self.trade= self.p.trade\n",
    "\n",
    "        # Signals performed with PD.OLS : commented because the below function is not working due to version problem\n",
    "        # changed to below calculate_zscore function\n",
    "        #self.transform = btind.OLS_TransformationN(self.data0, self.data1,period=self.p.period)\n",
    "        #self.zscore = self.transform.zscore\n",
    "        self.zscore = [0]\n",
    "\n",
    "\n",
    "    def calculate_zscore(self):\n",
    "        dt = self.data0.datetime.datetime()\n",
    "        current_time = dt.strftime('%Y-%m-%d %H:%M:%S')\n",
    "        data0 = pd.read_csv(\"data0.csv\")\n",
    "        data1 = pd.read_csv(\"data1.csv\")\n",
    "        _data0 = None\n",
    "        _data1 = None\n",
    "        latest_spread = []\n",
    "        if len(data1['close'][:current_time]) >20:\n",
    "            _data1 = data1['close'][:current_time][-21:]\n",
    "            _data0 = data0['close'][:current_time][-21:]\n",
    "            X = sm.add_constant(_data1)\n",
    "            result = (sm.OLS(_data0,X)).fit()\n",
    "            b = 0\n",
    "            c = 0\n",
    "            if len(result.params)>1:\n",
    "                b = result.params['close']\n",
    "                c = result.params['const']\n",
    "            else:\n",
    "                b = result.params['close']\n",
    "            spread = _data0 - (b*_data1 + c)\n",
    "            final_spread = zscore(spread)\n",
    "            latest_spread = [final_spread.iloc[-1]]\n",
    "        else:\n",
    "            latest_spread = [0]\n",
    "        return latest_spread\n",
    "\n",
    "    def next(self):\n",
    "\n",
    "        if self.orderid:\n",
    "            return  # if an order is active, no new orders are allowed\n",
    "\n",
    "        # Simply debug message\n",
    "        if self.p.printout:\n",
    "            print('Self  len:', len(self))\n",
    "            print('Data0 len:', len(self.data0))\n",
    "            print('Data1 len:', len(self.data1))\n",
    "            print('Data0 len == Data1 len:',len(self.data0) == len(self.data1))\n",
    "            print('Data0 dt:', self.data0.datetime.datetime())\n",
    "            print('Data1 dt:', self.data1.datetime.datetime())\n",
    "            print('status is', self.status)\n",
    "            print('zscore is', self.zscore[0])\n",
    "            print('spell_usd is', self.data0.close[0])\n",
    "            print('chsb_usd is', self.data1.close[0])\n",
    "            print('portfolio value is', self.portfolio_value)\n",
    "\n",
    "        self.zscore = self.calculate_zscore()\n",
    "        dt = self.data0.datetime.datetime()\n",
    "        current_time = dt.strftime('%Y-%m-%d %H:%M:%S')\n",
    "\n",
    "\n",
    "        # Step 2: Check conditions for SHORT & place the order\n",
    "        # Checking the condition for SHORT\n",
    "        if (self.zscore[0] > self.upper_limit) and (self.status != 1):\n",
    "\n",
    "            # Calculating the number of shares for each coin\n",
    "            value = 0.5 * self.portfolio_value[-1:]['Portfolio Value']  # Divide the cash equally\n",
    "            x = int(value / (self.data0.close[0]))  # Find the number of shares for spell_usd\n",
    "            y = int(value / (self.data1.close[0]))  # Find the number of shares for chsb_usd\n",
    "            # Placing the order: commented because the below function is not working due to version problem\n",
    "            #self.sell(data=self.data0.close, size=(x + self.qty1)) # Place an order for selling x + qty1 shares spell_usd\n",
    "            #self.buy(data=self.data1.close, size=(y + self.qty2)) # Place an order for buying y + qty2 shares chsb_usd\n",
    "            data0_pnl = 0\n",
    "            data1_pnl = 0\n",
    "            if self.previous_price_1>0:\n",
    "                data0_pnl = (self.data0.close[0] - self.previous_price_1) * self.qty1\n",
    "            if self.previous_price_2>0:\n",
    "                data1_pnl = (self.previous_price_2 - self.data1.close[0]) * self.qty2\n",
    "\n",
    "            # Insert Dict to the dataframe using DataFrame.append()\n",
    "            new_row = {'time':current_time, 'Portfolio Value':self.portfolio_value.iloc[-1:]['Portfolio Value'] + data0_pnl + data1_pnl}\n",
    "            self.portfolio_value = self.portfolio_value.append(new_row, ignore_index=True)\n",
    "\n",
    "            if self.p.printout:\n",
    "                print('========================='+current_time +'=========================')\n",
    "                print('=========================z-score: '+str(self.zscore[0]) +'=========================')\n",
    "                print(\"Sell Spell @\" + str(self.data0.close[0]) + \" with pnl \" + str(data0_pnl))\n",
    "                print(\"Buy Chsb @\" + str(self.data1.close[0]) + \" with pnl \" + str(data1_pnl))\n",
    "                print('==================================================')\n",
    "                print('Portfolio Value : %.2f' % self.portfolio_value.iloc[-1]['Portfolio Value'])\n",
    "\n",
    "            # Updating the counters with new value\n",
    "            self.qty1 = x  # The new open position quantity for Coin1 is x shares\n",
    "            self.qty2 = y  # The new open position quantity for Coin2 is y shares\n",
    "            self.previous_price_1 = self.data0.close[0]\n",
    "            self.previous_price_2 = self.data1.close[0]\n",
    "\n",
    "            self.status = 1  # The current status is \"short the spread\"\n",
    "\n",
    "            # Step 3: Check conditions for LONG & place the order\n",
    "            # Checking the condition for LONG\n",
    "        elif (self.zscore[0] < self.lower_limit) and (self.status != 2):\n",
    "\n",
    "            # Calculating the number of shares for each stock\n",
    "            value = 0.5 * self.portfolio_value[-1:]['Portfolio Value']  # Divide the cash equally\n",
    "            x = int(value / (self.data0.close[0]))  # Find the number of shares for spell_usd\n",
    "            y = int(value / (self.data1.close[0]))  # Find the number of shares for chsb_usd\n",
    "\n",
    "            # Place the order: commented because the below function is not working due to version problem\n",
    "            #self.buy(data=self.data0.close, size=(x + self.qty1))  # Place an order for buying x + qty1 shares spell_usd\n",
    "            #self.sell(data=self.data1.close, size=(y + self.qty2))  # Place an order for selling y + qty2 shares chsb_usd\n",
    "            data0_pnl = 0\n",
    "            data1_pnl = 0\n",
    "            if self.previous_price_1>0:\n",
    "                data0_pnl = (self.previous_price_1 - self.data0.close[0]) * self.qty1\n",
    "            if self.previous_price_2>0:\n",
    "                data1_pnl = (self.data1.close[0] - self.previous_price_2) * self.qty2\n",
    "\n",
    "            # Insert Dict to the dataframe using DataFrame.append()\n",
    "            new_row = {'time':current_time, 'Portfolio Value':self.portfolio_value.iloc[-1:]['Portfolio Value'] + data0_pnl + data1_pnl}\n",
    "            self.portfolio_value = self.portfolio_value.append(new_row, ignore_index=True)\n",
    "            if self.p.printout:\n",
    "                print('========================='+current_time +'=========================')\n",
    "                print('=========================z-score: '+str(self.zscore[0]) +'=========================')\n",
    "                print(\"Buy Spell @\" + str(self.data0.close[0]) + \" with pnl \" + str(data0_pnl))\n",
    "                print(\"Sell Chsb @\" + str(self.data1.close[0]) + \" with pnl \" + str(data1_pnl))\n",
    "                print('==================================================')\n",
    "                print('Portfolio Value : %.2f' % self.portfolio_value.iloc[-1]['Portfolio Value'])\n",
    "\n",
    "            # Updating the counters with new value\n",
    "            self.qty1 = x  # The new open position quantity for Coin1 is x shares\n",
    "            self.qty2 = y  # The new open position quantity for Coin2 is y shares\n",
    "            self.previous_price_1 = self.data0.close[0]\n",
    "            self.previous_price_2 = self.data1.close[0]\n",
    "\n",
    "            self.status = 2  # The current status is \"long the spread\"\n",
    "\n",
    "\n",
    "    def stop(self):\n",
    "        print('==================================================')\n",
    "        print('Starting Value : %.2f' % self.broker.startingcash)\n",
    "        print('Ending   Value : %.2f' % self.portfolio_value.iloc[-1]['Portfolio Value'])\n",
    "        print('==================================================')\n",
    "        # Plot the result, make x axis sparse\n",
    "        plt.figure(figsize=(12, 6))\n",
    "        plt.plot(self.portfolio_value['time'], self.portfolio_value['Portfolio Value'])\n",
    "        plt.xticks(self.portfolio_value['time'][::3], rotation=45)\n",
    "        plt.show()\n",
    "\n"
   ],
   "metadata": {
    "id": "s5DvjeRY0BqX"
   },
   "execution_count": 22,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "All backtest related arguments are stored in below class."
   ],
   "metadata": {
    "id": "9wYt1yYk700i"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "class all_backtest_args:\n",
    "    def __init__(self, trading_pair):\n",
    "        #1st data into the system\n",
    "        self.data0 = trading_pair[0]\n",
    "        #2nd data into the system\n",
    "        self.data1 = trading_pair[1]\n",
    "\n",
    "    #Starting date in %Y-%m-%d %H:%M:%S format\n",
    "    fromdate = '2023-06-09 12:00:00'\n",
    "    #To date in %Y-%m-%d %H:%M:%S format\n",
    "    todate = '2023-06-11 12:00:00'\n",
    "    #Starting Cash\n",
    "    cash = 10000"
   ],
   "metadata": {
    "id": "lwfxo1PS711K"
   },
   "execution_count": 23,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "Full backtesting process with documentation is shown below."
   ],
   "metadata": {
    "id": "i5jxgPVL76KG"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "args = all_backtest_args(trading_pair)\n",
    "\n",
    "# Convert the start_time and end_time strings to datetime objects\n",
    "start_time = pd.to_datetime(args.fromdate)\n",
    "end_time = pd.to_datetime(args.todate)\n",
    "\n",
    "# Use boolean indexing to slice the DataFrame\n",
    "spot_df_back_test = spot_df[(spot_df.index >= start_time) & (spot_df.index <= end_time)]\n",
    "\n",
    "# Create a cerebro\n",
    "cerebro = bt.Cerebro()\n",
    "\n",
    "# Create the 1st data\n",
    "_data0 = spot_df_back_test[['spell_usd']]\n",
    "_data0.columns = ['close']\n",
    "_data0.to_csv(\"data0.csv\", index_label=False)\n",
    "data0 = bt.feeds.PandasData(dataname=_data0)\n",
    "\n",
    "\n",
    "# Add the 1st data to cerebro\n",
    "cerebro.adddata(data0)\n",
    "\n",
    "# Create the 2nd data\n",
    "_data1 = spot_df_back_test[['chsb_usd']]\n",
    "_data1.columns = ['close']\n",
    "_data1.to_csv(\"data1.csv\", index_label=False)\n",
    "data1 = bt.feeds.PandasData(dataname=_data1)\n",
    "\n",
    "# Add the 2nd data to cerebro\n",
    "cerebro.adddata(data1)\n",
    "\n",
    "# Add the strategy\n",
    "cerebro.addstrategy(PairTradingStrategy)\n",
    "\n",
    "# Add pyfolio for calculating statistics and plotting backtesting graph\n",
    "cerebro.addanalyzer(bt.analyzers.PyFolio, _name='pyfolio')\n",
    "\n",
    "# Add initial cash\n",
    "cerebro.broker.setcash(args.cash)\n",
    "\n",
    "# Run the backtesting and analyze the backtesting reuslt\n",
    "results = cerebro.run()"
   ],
   "metadata": {
    "id": "Ru1qNANo78lK",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 691
    },
    "outputId": "eebf9396-e2ae-4692-cf12-09a4dd812931"
   },
   "execution_count": 24,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "==================================================\n",
      "Starting Value : 10000.00\n",
      "Ending   Value : 9527.91\n",
      "==================================================\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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\n"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "spot_df_back_test[['spell_usd', 'chsb_usd']].plot(subplots=True, figsize=(12, 6))"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 574
    },
    "id": "FjL0qhK6iE4q",
    "outputId": "edadc2ee-5572-4aea-988b-8839b920ad28"
   },
   "execution_count": 25,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([<Axes: >, <Axes: >], dtype=object)"
      ]
     },
     "metadata": {},
     "execution_count": 25
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ],
      "image/png": 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BQVl9nz17NpMnT+aPf/wjAPPnz+e776rne3I1FBhcoffXHMLo6oHBAP8YHOlQ5E/sDbqxEQbg6Olztm03hPpyS+vAch3/dL827DyexbajmXbbi8wWTp7N4824fby1ej83NqmHs8nImbxCth7JwMvViW8fv4n9aWf5y4cb2ZN6hj2pZ+zO4epkZM6QSNtylrHtgnn5ng5M+vR35v64nz9ENiLU3+PqvgAiIiIiImKnY8eO9O3blw4dOhAbG8vtt9/OvffeS7169Wz7PTwu/B0eHR3N2bNnOXLkCGfPniUnJ4fbbrvN7pz5+fl06tSpWvuemZnJ8ePHiYqKsrV3cnKiS5cu1920BAUGV2hYdFPcPLzo0sxfYUE5GAwGBnVufMXHu7uY+O9foh22FxSZWbE9hfd/TWRTUgYJiel2+yf3b0NDX3ca+rrz3YTe/HbwlMM52jfyJTzI227bnzo35n8bj5KQmM7/fbyJTk387PZ3bOzHHyJDruuRJCIiIiJSO7k7m9j5Qmy1Xbu8TCYTK1euZO3atXz//ff885//5LnnniMhIeGyx549a60d9/XXX9OoUSO7fa6uriUdUiFGo9Hh5r6goKBcfff397/0dNctBQZXaFK/Nvj4+FR3N+o8Z5ORuzqGcFfHELYfy+TAibO2ffU8XLgpPMD2PNTfo9wjBQwGAy8ObM8db/7CtmOZbDuWeUmLw8z/6QDvDu9C0/qelfFSREREREQqhcFgKPe0gOpmMBjo2bMnPXv2ZNq0aTRt2pTPP/8cgK1bt3Lu3Dnc3a0jgX/77Te8vLwIDQ3F398fV1dXkpKSqmT6QYMGDdi+fbvdti1btuDsfGH6dml9nzhxIg0bNiQhIYHevXsDUFhYyMaNG7nxxhsrva9V6fr4VyRSDu0b+dot23i1WgV58/6Irmw4ZD9q4VxBEUs3HmVf2llmfb+XOUOrfsiTiIiIiEhtk5CQQFxcHLfffjuBgYEkJCRw4sQJIiIi+P3338nPz2fUqFFMmTKFQ4cOMX36dMaNG4fRaMTb25unnnqKJ554ArPZTK9evcjMzOTXX3/Fx8eH4cOHX1Xfbr31Vt544w3+85//EB0dzUcffcT27dtt0x3K6jvA448/zquvvkp4eDht2rTh73//OxkZGVf7JbvmFBiIlKF3qwb0btXAYXu/9g0Z9PZaVu1OI6+wyG7lBRERERERuTwfHx9+/vlnZs+eTVZWFk2bNmXWrFnccccdLFmyhL59+xIeHk7v3r3Jy8tj6NChPP/887bjX3zxRRo0aMCMGTM4ePAgfn5+3HjjjTz77LNX3bfY2FimTp3KpEmTyM3N5aGHHmLYsGFs27btsn0HePLJJzl+/DjDhw/HaDTy0EMPcc8995CZeenI5ZrNYLneqi5Us6ysLHx9fcnMzNSUhDrMbLYQ/WocqVl5vD+iK7e0KV/xRhERERGRypabm0tiYiJhYWG4ubld/oDrwIgRI8jIyGDZsmXV3ZVrpqzvY3Xdh6pim8gVMBoNxLYLBuDb7ceruTciIiIiIiKVT1MSRK5Qv3bB/Cf+MN9sSyHrXCEAnq5ODLqxEdEt6mMwGKq5h5XPbLaQX2QucZ+T0aBVI0RERETkutCuXTsOHz5c4r5//etfPPDAA9e4RzWTAgORK9QtzJ8G3q6cOJPHih0ptu3/23QUTxcTxvOBQaN67nwyujv1PF2qq6uVYvuxTP7y4UaOZZwrcb+vuzOv33uDbeSFiIiIiMiVWrhwYZWe/5tvvrFbJvFiQUFBVXrt64kCA5Er5GQy8snoKH47eGEVhd0pWXy68SjZ+UUXbTvD/zYd5eGbmldHN6/YusR0th7JAKDAbGb+6gNk5RaW2j7zXAFjP97E3Ps70a99Q4f9RWaLbS1bg8GAyVg5IzC+3JrM5qTTDttbBnpxa5tAfNysS98YDQbcXVScUkRERESgadOm1d2F64ICA5Gr0DLQm5aB3nbbnu7XhpNn8wFrfYPXV+zhf5uO1fjAILegiOISqO/9msgb3+1xaNO5aT3m/7kzHpfceJstFqZ9sYPPNx9j4n+30qNlgO1GHeC9NYm8/M0uiszFgQFEN6/PHyJDcL9kjeAWDTxpF1K+5TF3Hc/isU82l/s1PnZrSybe3rrc7UVERESuJ6pnf32rid8/BQYilczbzRnv8zfL93drwuyV+9h1PIudyVm0Dal5K2vkF5p57JPNdtMqit3cugH1PKxTKUL83Hj05pZ4uZb838bMP3Vk27FM9qed5autyTwQZU1tcwuK+OeqfbawAMBigbUHTrH2wCmH8zibDPwwsQ9N63tetu/zftwPQGSoHz1a1LdtLzRbSLhohESxD+IPM+7WcFycVGtBREREag9nZ+vfnjk5Obi7u1dzb+RK5eTkABe+nzXBFQUG8+bN44033iAlJYWOHTvyz3/+k27dupXafunSpUydOpVDhw4RHh7Oa6+9Rv/+/W37LRYL06dP55133iEjI4OePXvy9ttvEx4ebmuTnp7O+PHj+eqrrzAajQwaNIg333wTLy8vAA4dOkRYWJjDtePj4+nevXu5+yJSmfw8XOgbEci321P421c7uKHxhXfOjQYDrYO96Rjqh8v5YoGuzkYCvatuKZyc/ELOXjKt4O8r9zqEBW7ORp7p14YRPR1/pkpjMhoY0jWUl77exZL1R2yBwbLNxzidU0Djeu58Na4XRoOB0zn5LN14hM1JGVwcpB46lc3xzFw+WHuYaXe1dbhGfqGZvalnADiVnc/X26wrVLxyT4cSw5j8QjNmiwWzxUKfN1Zz4kwevx44yS2ttQymiIiI1B4mkwk/Pz/S0tIA8PDwqJUFuGsri8VCTk4OaWlp+Pn5YTLVnGm0FQ4MlixZwsSJE5k/fz5RUVHMnj2b2NhY9uzZQ2Cg4x/ha9euZejQocyYMYM777yTRYsWMXDgQDZt2kT79u0BeP3115kzZw4ffPABYWFhTJ06ldjYWHbu3Glbf/KBBx7g+PHjrFy5koKCAkaOHMmYMWNYtGiR3fV++OEH2rVrZ3tev379CvVFpLINurEx325PISExnYTE9Mu2f/me9rab7ZJ8u+04y7cdh0tGLEU09GZ07+a4OpX8H8w3247z1NKt5FxUX6GYwQD/+nNnerYMAMDZZLyid+Hv6dSI11bs5vejmSxKSKK+lwvvrkkEYESPZrbCj74ezvw1to3D8av3pDHi/fUs3XCEibe3shvNcCQ9hz//O4HDp3LsjunbJrDUkRsXv4b+7YP5IP4wX/9+XIGBiIiI1DrBwdbC08WhgVx//Pz8bN/HmsJgqeBEiaioKLp27crcuXMBMJvNhIaGMn78eJ555hmH9oMHDyY7O5vly5fbtnXv3p3IyEjmz5+PxWIhJCSEJ598kqeeegqAzMxMgoKCWLhwIUOGDGHXrl20bduW9evX06VLFwBWrFhB//79OXr0KCEhIbYRBps3byYyMrLEvl+uL+WRlZWFr68vmZmZ+PjUvOHlUvNYLBY++u0wRy9ZXSCvwMzmpNPsTzuLBWtRwLxCM4383PnprzeXuEThybN59HptFbkFJS9t2LGxL3d1DHHYnnWugLdWH6DQbMFowC5x9nAx8cwdbcoMKSpi7MebbO/8X3yN+Ml98XUve3iV2Wwh5h8/cfBENj1b1qeh74Uhdb/uP8nxzFw8XUy2KR9ebk7Mu/9GWgd7l3ZKm3WJ6dz3r3i83ZzYOOU2TUsQERGRWqmoqKjU6v9Sczk7O5c5sqC67kMrNMIgPz+fjRs3MnnyZNs2o9FITEwM8fHxJR4THx/PxIkT7bbFxsaybNkyABITE0lJSSEmJsa239fXl6ioKOLj4xkyZAjx8fH4+fnZwgKAmJgYjEYjCQkJ3HPPPbbtd999N7m5ubRq1YpJkyZx9913l7svJcnLyyMvL8/2PCsrq9S2IiUxGAw8GN3ssu1yC4qInhHHsYxz/LArtcSVBhb8fJDcAjMRDX0Y2i3Utj0nv4j5Px1g69FMth7NLPUa93RqxMw/day0FQpKMiEmnKzcAttIBqMB7usSetmwAMBoNPBQzzCmLNvOr/sd6xs0b+DJooe7E+xb8WkbXZrWI9DblbQzeazanUa/9jUrvRURERGpDCaTqUYNaZfrW4UCg5MnT1JUVOSwLmVQUBC7d+8u8ZiUlJQS26ekpNj2F28rq82l0x2cnJzw9/e3tfHy8mLWrFn07NkTo9HI//73PwYOHMiyZctsocHl+lKSGTNm8Le//a3U/SKVxc3ZxANRTZn7437mxO0nJTPXbr/ZAv+JPwTApH6tHYbV39UxhHd+PkjmuZIT5dbB3jzcK6xKwwKA8CBvPhwVdcXHD+3WBBeTkfScfLvtHi4m7rohxDatoaKMRgN/vLEx8386wPu/JiowEBERERG5jFqzSkJAQIDd6IGuXbuSnJzMG2+8YTfKoKImT55sd96srCxCQ0PLOELkyj0Y3ZT5Px1g5/Esnv9qZ4ltOjb25eZWDRy2N/Jz5/m725VwxPXFZDRwX9eq+Rkb3qMp7/5ykITEdLYdzaRD4/It3ygiIiIiUhdVKDAICAjAZDKRmppqtz01NbXU4gzBwcFlti/+mJqaSsOGDe3aFNciCA4OdijeUVhYSHp6eplFIaKioli5cmW5+1ISV1dXXF1dS90vUpmCfNx44083ELer5GI1LiYjY/o0V9XbK9TQ1507b2jIsi3J/PXTrXbFEg0YuKdTI3qFB1RjD0VEREREao4KBQYuLi507tyZuLg4Bg4cCFiLHsbFxTFu3LgSj4mOjiYuLo4JEybYtq1cuZLo6GgAwsLCCA4OJi4uzhYQZGVlkZCQwKOPPmo7R0ZGBhs3bqRz584ArFq1CrPZTFRU6UOft2zZYhdCXK4vIjXBPZ0ac0+nxtXdjVrr4Zuas2xLMrtTzrA75YzdvpU7U1j911vwv8JpDyIiIiIitUmFpyRMnDiR4cOH06VLF7p168bs2bPJzs5m5MiRAAwbNoxGjRoxY8YMAB5//HH69OnDrFmzGDBgAIsXL2bDhg0sWLAAsBaEmzBhAi+99BLh4eG2ZRVDQkJsoURERAT9+vVj9OjRzJ8/n4KCAsaNG8eQIUMICbFWhP/ggw9wcXGhU6dOAHz22We89957vPvuu7a+X64vIlL7tW/ky/sju7Iv1T4s+HTjUfamnmXm93t45Z4O1dQ7EREREZGao8KBweDBgzlx4gTTpk0jJSWFyMhIVqxYYSsmmJSUhNF4YbmyHj16sGjRIqZMmcKzzz5LeHg4y5Yto3379rY2kyZNIjs7mzFjxpCRkUGvXr1YsWIFbm4XKqF//PHHjBs3jr59+2I0Ghk0aBBz5syx69uLL77I4cOHcXJyok2bNixZsoR77723Qn0RkdrvltaBDkUjI0Prcd+/4vlkXRJr958EwNlk5KnY1sS2Cya3oIizeYV2xzgZDfh5aDSCiIiIiNROBovFYqnuTlxPqmv9SxGpek8s2cLnm4/ZbWvk584HD3Xjj2/9SlZuocMxMRFBzLqvY7mWjRQRERERuRLVdR+qwKCCFBiI1F75hWZ2Hs+iyGzGbIFHPtzIqex8gnxcSc3KK/W4sABPPnu0xxUv+SgiIiIiUpbqug+tNcsqiohcLRcnI5Ghfrbnw3s04+8r95KalYezycB3E3rTvIGXbf/2Y5k8/MEGEk9m89nmY4zqFVYNvRYRERERqRrGyzcREambHuzeFHdnEwAP9QqzCwvAWkDx4ZusIcHqPSUvhSkiIiIicr1SYCAiUop6ni68OqgD90c14bFbw0tsc3PrBgAkJKZzLr/oWnZPRERERKRKaUqCiEgZ/hDZiD9ENip1f4sGXjTyc+dYxjniD57k1jZBlz1nQZGZfalnsWBfQqaxnwe+HiqeKCIiIiI1gwIDEZGrYDAY6NO6AYsSklixPYU2wdYiNP6eLridn85wqb98uJFVux2nMLg7m5h2V1vu7hhi2+bhYsJgMFRN50VEREREyqBVEipIqySIyKW+35HCmA832m3z93QhbmIfh5UT8gqLaD/9OwqKLDTwdqU4CigoMnM6p8Dh3LHtgvjXg12qqusiIiIich3QKgkiItepm8Ib0KGRL3tSzgBQYDaTnp3Pmv0nueui0QIAu46foaDIgr+nC+ue7WsbPWA2W/j3mkT+8cNeci6qhbByZyoFRWacTWWXnFm1O5XlW4/bJjl4upqYENOKAC/XynuhIiIiIlKnKDAQEblK7i4mvhrfy/b8b1/t4P1fD5GQeMohMNh6JAOAjo197aYaGI0GRvduzsiezSg0W7BYIPKF78krNHM8I5cm9T1KvX52XiGPL97CmdxCu+1uTiam3Nm2El6hiIiIiNRFWiVBRKSSRYXVB2BdYrrDPltgEOpX4rFOJiNuzibcXUw0rucOQFJ6TpnXW7blGGdyC2lcz50pAyJ4sHtTAL7dnoJmnYmIiIjIlVJgICJSybqF+QOwN/Us6dn5dvu2HM0ASg8MLhbqbx1VcOR06YGBxWLhP2sPAzCyZxgP39Sc5wZE4Oli4ljGObacDygAcguKeP7LHXz02+EKvBoRERERqas0JUFEpJL5e7rQKsiLvalnWZd4in7tGwKQea6AgyeyAejY2O+y5wmtdz4wuGSEQdyuVOas2k9hkZkis4U9qWdwdzZxb+fGALg5m7g1IoivtibzzbbjdGpSD4vFwuTPtvH55mM4GQ3c3jaIQB+3SnzVIiIiIlLbKDAQEakCUWH12Zt6ln+vSeT3o5kApGblAdDE3wP/S1ZPKEkT2wiDc3bb/7lqv21qQ7HBXUPxdXe2PR/QIZivtibzybojbDh8mrwCMzuPZwFQaLawdONRxt7S0u4c+YVmXly+kw2HT+PmbOS5/hF0aeZfsRcuIiIiIrWGAgMRkSrQo0V9PvztMOsPnWb9odN2+25s4leuc4T6O9YwyC0oYkeyNYB4c0gkfh4uOJsMdG5az+7Ym1sH4u/pQnp2PpuTMmzbbwoP4Jd9J1my/giP9mmB0Xih8OKr3+7mw4umKyzdcFSBgYiIiEgdpsBARKQK3N4umGfuaENqVq7ddhcnI3+OalquczQ+PyXh6EWBwfZjmRQUWQjwcuXujiF2Ky1czM3ZxJfjerLr+JmLzudO0/oeRL0cR1J6Dg99sB5PF+uvgfwiMyt3pgLQq2UAa/afJKegqMRzi4iIiEjdoMBARKQKmIwGHunT4qrOUVz08FR2Ptl5hXi6OrHxsHW0QuemfqWGBcUa1/OwhQ4XG9S5MQvXHmL1nhMO+0bfFEbzBl6s2X+Sc/kKDERERETqMgUGIiI1lK+7M77uzmSeK+Do6XO0DvZmU5I1MLixSb3LHF26p2JbE9HQm9wCs932YF83bosI4sutyYB1+oOIiIiI1F0KDEREarBQf3cyjxWQlJ5DqyAvNh7OAHCoWVARXq5ODO7apNT9bs4mQIGBiIiISF2nwEBEpAYLrefB9mNZvL16P8t/T+bk2TycTQbaN/Ktsmu6ORsBOKfAQERERKROM1Z3B0REpHStgrwB2JSUwRdbrFMFOoXWs40CqAru58+twEBERESkbtMIAxGRGuzhm8II8HIh+3wBQpPBQGy74Cq9pruLNTDIu6TGgYiIiIjULVc0wmDevHk0a9YMNzc3oqKiWLduXZntly5dSps2bXBzc6NDhw588803dvstFgvTpk2jYcOGuLu7ExMTw759++zapKen88ADD+Dj44Ofnx+jRo3i7NmzJV5v//79eHt74+fn57Bv9uzZtG7dGnd3d0JDQ3niiSfIzc11PImISA3g7ebMg9HNeKRPCx7p04LRvZvTpL7jygeVyU0jDERERESEKwgMlixZwsSJE5k+fTqbNm2iY8eOxMbGkpaWVmL7tWvXMnToUEaNGsXmzZsZOHAgAwcOZPv27bY2r7/+OnPmzGH+/PkkJCTg6elJbGys3Y38Aw88wI4dO1i5ciXLly/n559/ZsyYMQ7XKygoYOjQodx0000O+xYtWsQzzzzD9OnT2bVrF//+979ZsmQJzz77bEW/DCIitZZtSoKWVRQRERGp0wwWi8VSkQOioqLo2rUrc+fOBcBsNhMaGsr48eN55plnHNoPHjyY7Oxsli9fbtvWvXt3IiMjmT9/PhaLhZCQEJ588kmeeuopADIzMwkKCmLhwoUMGTKEXbt20bZtW9avX0+XLl0AWLFiBf379+fo0aOEhITYzv3000+TnJxM3759mTBhAhkZGbZ948aNY9euXcTFxdm2PfnkkyQkJLBmzZpyvf6srCx8fX3JzMzEx8en/F84EZHrRNqZXLq9HIfBAAdf6Y/BYKjuLomIiIjUadV1H1qhEQb5+fls3LiRmJiYCycwGomJiSE+Pr7EY+Lj4+3aA8TGxtraJyYmkpKSYtfG19eXqKgoW5v4+Hj8/PxsYQFATEwMRqORhIQE27ZVq1axdOlS5s2bV2JfevTowcaNG21TKA4ePMg333xD//79S33NeXl5ZGVl2T1ERGqz4hEGFgvkFaqOgYiIiEhdVaGihydPnqSoqIigoCC77UFBQezevbvEY1JSUkpsn5KSYttfvK2sNoGBgfYdd3LC39/f1ubUqVOMGDGCjz76qNTE5f777+fkyZP06tULi8VCYWEhjzzySJlTEmbMmMHf/va3UveLiNQ2F6/AkFtQVKUrMoiIiIhIzVVrllUcPXo0999/P7179y61zerVq3nllVd466232LRpE5999hlff/01L774YqnHTJ48mczMTNvjyJEjVdF9EZEaw9lkxMlonYaQq5USREREROqsCo0wCAgIwGQykZqaarc9NTWV4OCSl/kKDg4us33xx9TUVBo2bGjXJjIy0tbm0qKKhYWFpKen245ftWoVX375JTNnzgSsKy+YzWacnJxYsGABDz30EFOnTuXBBx/k4YcfBqBDhw5kZ2czZswYnnvuOYxGx/zE1dUVV1fXcn19RERqC3dnE2fyCrVSgoiIiEgdVqERBi4uLnTu3NmuaKDZbCYuLo7o6OgSj4mOjrZrD7By5Upb+7CwMIKDg+3aZGVlkZCQYGsTHR1NRkYGGzdutLVZtWoVZrOZqKgowFrnYMuWLbbHCy+8gLe3N1u2bOGee+4BICcnxyEUMJmK5+pWqPajiEit5uailRJERERE6roKjTAAmDhxIsOHD6dLly5069aN2bNnk52dzciRIwEYNmwYjRo1YsaMGQA8/vjj9OnTh1mzZjFgwAAWL17Mhg0bWLBgAQAGg4EJEybw0ksvER4eTlhYGFOnTiUkJISBAwcCEBERQb9+/Rg9ejTz58+noKCAcePGMWTIENsKCREREXb93LBhA0ajkfbt29u23XXXXfz973+nU6dOREVFsX//fqZOncpdd91lCw5ERATcnK3ham6hAgMRERGRuqrCgcHgwYM5ceIE06ZNIyUlhcjISFasWGErWpiUlGT3Ln6PHj1YtGgRU6ZM4dlnnyU8PJxly5bZ3chPmjTJNjUgIyODXr16sWLFCtzc3GxtPv74Y8aNG0ffvn0xGo0MGjSIOXPmVKjvU6ZMwWAwMGXKFI4dO0aDBg246667ePnllyv6ZRARqdWKV0rI1QgDERERkTrLYNFY/AqprvUvRUSupT/MXcPWo5n8e3gX+kYEXf4AEREREaky1XUfWmtWSRARkcrjWjzCQKskiIiIiNRZCgxERMRB8ZQErZIgIiIiUncpMBAREQcKDEREREREgYGIiDgoXiUhT4GBiIiISJ2lwEBERBy4u5wfYaBVEkRERETqLAUGIiLiwE1TEkRERETqPAUGIiLiwE2rJIiIiIjUeQoMRETEgYoeioiIiIgCAxERceBuG2GgwEBERESkrlJgICIiDopXSVBgICIiIlJ3KTAQEREHKnooIiIiIgoMRETEgZZVFBEREREFBiIi4sDN6XwNg0KtkiAiIiJSVykwEBERB8UjDHI1wkBERESkzlJgICIiDlTDQEREREQUGIiIiAOtkiAiIiIiCgxERMSBu0YYiIiIiNR5CgxERMSBrYaBAgMRERGROkuBgYiIOCheJaGgyEJhkVZKEBEREamLFBiIiIiD4hEGoKUVRUREROoqBQYiIuLA1enCr4dzWlpRREREpE66osBg3rx5NGvWDDc3N6Kioli3bl2Z7ZcuXUqbNm1wc3OjQ4cOfPPNN3b7LRYL06ZNo2HDhri7uxMTE8O+ffvs2qSnp/PAAw/g4+ODn58fo0aN4uzZsyVeb//+/Xh7e+Pn5+ewLyMjg7Fjx9KwYUNcXV1p1aqVQ39EROo6g8GglRJERERE6rgKBwZLlixh4sSJTJ8+nU2bNtGxY0diY2NJS0srsf3atWsZOnQoo0aNYvPmzQwcOJCBAweyfft2W5vXX3+dOXPmMH/+fBISEvD09CQ2Npbc3FxbmwceeIAdO3awcuVKli9fzs8//8yYMWMcrldQUMDQoUO56aabHPbl5+dz2223cejQIT799FP27NnDO++8Q6NGjSr6ZRARqfW0UoKIiIhI3WawWCyWihwQFRVF165dmTt3LgBms5nQ0FDGjx/PM88849B+8ODBZGdns3z5ctu27t27ExkZyfz587FYLISEhPDkk0/y1FNPAZCZmUlQUBALFy5kyJAh7Nq1i7Zt27J+/Xq6dOkCwIoVK+jfvz9Hjx4lJCTEdu6nn36a5ORk+vbty4QJE8jIyLDtmz9/Pm+88Qa7d+/G2dm5Ii/bJisrC19fXzIzM/Hx8bmic4iIXA96zIgjOdMa3P6lT3Mm3xFRzT0SERERqZuq6z60QiMM8vPz2bhxIzExMRdOYDQSExNDfHx8icfEx8fbtQeIjY21tU9MTCQlJcWuja+vL1FRUbY28fHx+Pn52cICgJiYGIxGIwkJCbZtq1atYunSpcybN6/Evnz55ZdER0czduxYgoKCaN++Pa+88gpFRaW/e5aXl0dWVpbdQ0SkLujeor7t85U7U6uxJyIiIiJSHSoUGJw8eZKioiKCgoLstgcFBZGSklLiMSkpKWW2L/54uTaBgYF2+52cnPD397e1OXXqFCNGjGDhwoWlJi4HDx7k008/paioiG+++YapU6cya9YsXnrppVJf84wZM/D19bU9QkNDS20rIlKbzPpTR94f2RUAs7lCg9FEREREpBaoNaskjB49mvvvv5/evXuX2sZsNhMYGMiCBQvo3LkzgwcP5rnnnmP+/PmlHjN58mQyMzNtjyNHjlRF90VEahyDwUA9DxcACooUGIiIiIjUNRUKDAICAjCZTKSm2g9NTU1NJTg4uMRjgoODy2xf/PFybS4tqlhYWEh6erqtzapVq5g5cyZOTk44OTkxatQoMjMzcXJy4r333gOgYcOGtGrVCpPpwvriERERpKSkkJ+fX2L/XV1d8fHxsXuIiNQVTkYDAEUaYSAiIiJS51QoMHBxcaFz587ExcXZtpnNZuLi4oiOji7xmOjoaLv2ACtXrrS1DwsLIzg42K5NVlYWCQkJtjbR0dFkZGSwceNGW5tVq1ZhNpuJiooCrHUOtmzZYnu88MILeHt7s2XLFu655x4Aevbsyf79+zGbzbbz7N27l4YNG+Li4lKRL4WISJ1gOh8YFCowEBEREalznCp6wMSJExk+fDhdunShW7duzJ49m+zsbEaOHAnAsGHDaNSoETNmzADg8ccfp0+fPsyaNYsBAwawePFiNmzYwIIFCwDrkNcJEybw0ksvER4eTlhYGFOnTiUkJISBAwcC1lEA/fr1Y/To0cyfP5+CggLGjRvHkCFDbCskRETYV+/esGEDRqOR9u3b27Y9+uijzJ07l8cff5zx48ezb98+XnnlFR577LGKf+VEROqACyMMzJdpKSIiIiK1TYUDg8GDB3PixAmmTZtGSkoKkZGRrFixwla0MCkpCaPxwsCFHj16sGjRIqZMmcKzzz5LeHg4y5Yts7uRnzRpEtnZ2YwZM4aMjAx69erFihUrcHNzs7X5+OOPGTduHH379sVoNDJo0CDmzJlTob6Hhoby3Xff8cQTT3DDDTfQqFEjHn/8cZ5++umKfhlEROoEjTAQERERqbsMFotFfwVWQHWtfykiUh2STuXQ+40f8XAxsfOFftXdHREREZE6qbruQ2vNKgkiIlL5TCaNMBARERGpqxQYiIhIqbRKgoiIiEjdpcBARERKdXFgoBlsIiIiInWLAgMRESmV00VFbDXKQERERKRuUWAgIiKlKq5hAKpjICIiIlLXKDAQEZFSFU9JAI0wEBEREalrFBiIiEipTEaNMBARERGpqxQYiIhIqUwGjTAQERERqasUGIiISKmMRgPFgwwKzebq7YyIiIiIXFMKDEREpEzFKyVohIGIiIhI3aLAQEREylRcx6CwSIGBiIiISF2iwEBERMpUvFKCRhiIiIiI1C0KDEREpEwm0/kRBgoMREREROoUBQYiIlImjTAQERERqZsUGIiISJlsNQy0SoKIiIhInaLAQEREyqRVEkRERETqJgUGIiJSpgsjDBQYiIiIiNQlCgxERKRMqmEgIiIiUjcpMBARkTLZRhgUKTAQERERqUsUGIiISJlMGmEgIiIiUicpMBARkTI5mayBQYFWSRARERGpU64oMJg3bx7NmjXDzc2NqKgo1q1bV2b7pUuX0qZNG9zc3OjQoQPffPON3X6LxcK0adNo2LAh7u7uxMTEsG/fPrs26enpPPDAA/j4+ODn58eoUaM4e/Zsidfbv38/3t7e+Pn5ldqnxYsXYzAYGDhwYLles4hIXWUqXiVBUxJERERE6pQKBwZLlixh4sSJTJ8+nU2bNtGxY0diY2NJS0srsf3atWsZOnQoo0aNYvPmzQwcOJCBAweyfft2W5vXX3+dOXPmMH/+fBISEvD09CQ2Npbc3FxbmwceeIAdO3awcuVKli9fzs8//8yYMWMcrldQUMDQoUO56aabSn0Nhw4d4qmnniqzjYiIWDlplQQRERGROslgsVgq9BdgVFQUXbt2Ze7cuQCYzWZCQ0MZP348zzzzjEP7wYMHk52dzfLly23bunfvTmRkJPPnz8disRASEsKTTz7JU089BUBmZiZBQUEsXLiQIUOGsGvXLtq2bcv69evp0qULACtWrKB///4cPXqUkJAQ27mffvppkpOT6du3LxMmTCAjI8OuP0VFRfTu3ZuHHnqIX375hYyMDJYtW1bu15+VlYWvry+ZmZn4+PiU+zgRkevVff+KZ11iOvPuv5EBNzSs7u6IiIiI1DnVdR9aoREG+fn5bNy4kZiYmAsnMBqJiYkhPj6+xGPi4+Pt2gPExsba2icmJpKSkmLXxtfXl6ioKFub+Ph4/Pz8bGEBQExMDEajkYSEBNu2VatWsXTpUubNm1fqa3jhhRcIDAxk1KhRFXjlIiJ114URBqphICIiIlKXOFWk8cmTJykqKiIoKMhue1BQELt37y7xmJSUlBLbp6Sk2PYXbyurTWBgoH3HnZzw9/e3tTl16hQjRozgo48+KjVxWbNmDf/+97/ZsmVLOV6tVV5eHnl5ebbnWVlZ5T5WRKQ20CoJIiIiInVTrVklYfTo0dx///307t27xP1nzpzhwQcf5J133iEgIKDc550xYwa+vr62R2hoaGV1WUTkuqAaBiIiIiJ1U4VGGAQEBGAymUhNTbXbnpqaSnBwcInHBAcHl9m++GNqaioNGza0axMZGWlrc2lRxcLCQtLT023Hr1q1ii+//JKZM2cC1pUXzGYzTk5OLFiwgBtvvJFDhw5x11132c5hPj+81snJiT179tCiRQuH/k+ePJmJEyfanmdlZSk0EJE6xbZKggIDERERkTqlQiMMXFxc6Ny5M3FxcbZtZrOZuLg4oqOjSzwmOjrarj3AypUrbe3DwsIIDg62a5OVlUVCQoKtTXR0NBkZGWzcuNHWZtWqVZjNZqKiogBrnYMtW7bYHi+88ALe3t5s2bKFe+65hzZt2rBt2za7NnfffTe33HILW7ZsKTUEcHV1xcfHx+4hIlKXOJs0wkBERESkLqrQCAOAiRMnMnz4cLp06UK3bt2YPXs22dnZjBw5EoBhw4bRqFEjZsyYAcDjjz9Onz59mDVrFgMGDGDx4sVs2LCBBQsWAGAwGJgwYQIvvfQS4eHhhIWFMXXqVEJCQhg4cCAAERER9OvXj9GjRzN//nwKCgoYN24cQ4YMsa2QEBERYdfPDRs2YDQaad++vW3bxZ8D+Pn5lbhdREQusNUwKFLRQxEREZG6pMKBweDBgzlx4gTTpk0jJSWFyMhIVqxYYStamJSUhNF4YeBCjx49WLRoEVOmTOHZZ58lPDycZcuW2d2kT5o0iezsbMaMGUNGRga9evVixYoVuLm52dp8/PHHjBs3jr59+2I0Ghk0aBBz5sy5mtcuIiLloBoGIiIiInWTwWKx6C/ACqiu9S9FRKrLk//dyv82HWXyHW34Sx/HWi8iIiIiUrWq6z601qySICIiVUMjDERERETqJgUGIiJSJtP5oodaJUFERESkblFgICIiZdIIAxEREZG6qcJFD0VEpG6xrZJg1ioJIiLXoyKzhSeWbGH1njTqebrgYrqoQHmL+ky9sy1OJr2PeLHjmefYdDjDYXtkEz8a+blf+w6JVBMFBiIiUiaNMBARubY2J51mc1JGudq2aehN97D6GM//X11SPfNXv93Fl1uTAcjKLbTbty/tLM4mI1PubFvu/hWZLSQcPEVuYZHddh83Zzo3rYfBYCj3uapSbkERcbvSOFdQRGg9d7qF+Zerb9uPZfKn+fGcKyhy2NfIz53Vf70ZZwUsUkcoMBARkTKZzi+VW1SkwEBEpCpl5hTw+JLNrN5zokLHBfu44e/pQlZuASmZuaUGvDP+2IGWgV4UFFlHjO1LPcv0L3fw7ppEfks8hfGim2k3JxPT725LuxBfh/O8+cNe5qzaX+I15gztxN0dQyrU/6ry1uoDzInbZ3t+a5tA+rULhrIyAwvM/mEv5wqKaFrfg2CfC8u870jO4ljGOeJ2pdKvfcMq7LlIzaHAQEREyqQRBiIi18a81ftZvecEJqOBW1o3wMOl7D/VC4rMrNl3kpSsXFKycktt52Q0MPH2Vgzt1sRue48WAZw4k8fcH/ez/ViWw3FP/ncrX43vZfduetqZXN75JRGANsHeuDhZ96Vn53P09Dm+3HKsxgQG321PAeCGxr7sOp7Fqt1prNqdVq5jmwd48vnYnvi6O9u2vbZiN2+vPsDHCUk1LjBIO5NL1rkC2/NGfh64u5iqsUdSWygwEBGRMl2oYaDAQESkKq3ZdxKA1wfdwKDOjct1zLn8IjYfOU1hkQUPFxMN/dxxc7IfLu/iZMTbzbnE45+Kbc3t7YI4dTbftq3QbGHSp1vZnXKGv6/cS2y7YNu+j387zLmCIiJD/fj8/3rYhvjvTsmi3+xf+HnfSbLzCvF0vfxthsVi4XROAWaLBT9350qto3As4xx7Us9gNMB/HurGybP5vL36AOnZeZc9tp6nC0/EtLILCwCGdm3C/J8O8Mu+kxw+lU3T+p62fUfSc3j+yx008HZlxh87XPG0jNPZ+bwZt4+UTPsAyNnJyL2dG9OnVQO77RaLhdk/7GPOqn1cPBvFw8VETEQQ/p4uJV6ne/P69GsfXOI+uXKzvt/DV1uTMRkNDO/RjGHRzSp0/KKEJN7/NRHzJVOLWjTw4qUBLSqxp+WnwEBERMqkEQYiIlUvPTufncet7/L3vuSmsCzuLiZ6tAi4qmvf0NjPYdtzA9ry1NKtvL36AG+vPuCwf1Jsa7ub4tZB3jSt78HhUzn8vPcEd3S4/DvwT//vd/674SgAXq5OdGlWzxZsGICuYf7ce2PjK3qnfPUe60iCG5vUw8/DBT8PF2bd17HC57lYk/oe3BTegJ/3nuDOOWvo3boBLiYjFouF1XtPkJFjfYf/1jaB3N6u4jfj2XmFjFi4nq1HMkrc/9XWZLqF+eN3UZCRca6AdYnpAPi6O2MwQGGRhbN5hba6FSVZuPYQY29p4TDqxNvVGV+PksMlKVvmuQLm/bif4j+Xpn2xg3oeLtxVzhE3Z/MKeeWbXZzNK3TYd+BENu0aVM+tuwIDEREpk8mkVRJERKrabwdPAdAqyIsG3q7V3BsYdGMjNhxKZ83+kw77+rYJpEdL+5DCYDBwe9sg3vklkS+2JBMe5GW3P9TfA1enCzf+vx08ZQsLwHqzdGnthi+3JvPK17vwKCMw8HR14pE+LRjaLdQuwPhxt/Vct7QJLMerLb8pAyJ4JD2Hgyez+fr343b7vF2dOJNXyN9X7iUmIshWiPJyvtuRwivf7OLU2XzO5hXi5+HMhL7hdiMu9qWe4aOEJFs4cDGDAV64ux0Pnn8322KxsPHwaX7Zd5LCEn53p2XlsXTjUeb9eIB5P9qHQc4mA3+7uz33RzVxOE7K9tvBU5gt0LS+B31aNeA/8YeZ+N8tzPhmFwBuLiYm3taKO28oOUBYtvkYZ/MKCQvwZMYfO9i2bziUzszv9/LOz4nX5HVcSoGBiIiUSSMMREQqzmKxsOHwac7kFtDE34OWgd5ltl97wHpjfrWjBSqLwWDg1UE3VOiY29sF884viazYkcKKHSl2+xp4u/KX3s0J9fcA4B8r9wLwQFQTXvxDe3Yez2Jz0mkKzhfYPZtXyH83HOHo6XMlrlZQ7FR2Ps9+vo1/rzloNw1i9/EzANzcuvyjNcqjVZA3P0zsw68HTtquAeDn4UyfVg3oO+sndqecYeBbv+J2UUDi7mJicNdQ+rULtgsSfj+awWOfbCav0Hpj7+3mxPsjutKpST2Ha/+5e1M2HD7NpQthtG/kYzdKxGAw0KWZP12a+Zf6OrqG+fP6ij2czbtQ98BigbxCM1OWbaOgyEyov/3yka2DfbSkZBmKpxT1adWA6Xe1Izkjlx92pZJ80fSSJ5ZsIcDLle7N69sda7FY+DD+MAAPdm9qt79rM3++3JrM7qTy1d+obAoMRESkTLZVEhQYiIiU2+L1R5j82Tbb85l/6si9F9UlKDJb+HF3Guk51toBxe+I92xZMwKDK3Fjk3rERASy8fBpu+15hWZOnMnjpa932W33cXPiydtbYzQaaN/Il/aN7Fdk+L+bW3DoVI7DfO6L/bTnBG98v4cDJ7Id9jWr70Hbhj5X8YpKZjQauCm8ATeFO4YRf+nTnJnf7+X3o5mOfd17Am9XJ9vIPYCcvCLyi8zc2iaQZ+5oQ4ifO16l1H8ID/ImPKjs4Km87usSyn1dQu22WSwWJn+2jcXrjzD9yx0OxxgMcFN4AwLPj4AxGQwM6RZaYrhRFxWPxunVMgCT0cA7wzqzJ/UM+efDoH/9dJCvtx3n/nd+sxttA2DBQm6BGXdnk0P9EpPRwNP92jBygQIDERGpgTTCQESkYgqKzMw9v+xgIz93jmWc47nPt+Hl6kQDbxfyCy3844e9DsPLjQboFlb6u8I1nclo4N3hXR225xeaWbI+ieW/H7ct6WgyGnj4pualFuUDcDIZaRnoVep+sL7j3/+GhuxJcVzloUMjvysuPnilHr25Je0b+XIu335UxK7jWbz36yHOlDA/vW1DH2YPicSnlMKU14rBYOClge3xdnNy+LeZV2hmd8oZft5rP21k/eF04ib2ueZf55rm6OkcEk9mYzIa6N7COjrAYDDQJvhCYDXrvo6cys7jt4PppY6a+XP3Jg7FNsFaF+OFu9sxcnaVdL9MBouljMhOHGRlZeHr60tmZiY+PpWfWIqI1DQf/XaYKcu2E9suiH892KXCx5vNFs7mF2KAUqt0i4jUJv/beJQnl24lwMuFnyfdwtiPN/HjJfPzATxdTHQL87fdbN3aJpA/d296rbsr10h2XiHHL1n9wGCAZvU9bSsS1WQHTpzlx91pFJotWCzwz1X7yMkv4r9/ib6ug66rUVBk5oklW9iclMGxjHN0blqP/z3ao9T2FouF5MxczCW8CeNkMhDs41Zq+FJd96EaYSAiImVyuoplFbPzCrnrn2s4eNI6VPSlge31x7CI1DppZ3IZ9u91pGRZbwZz8qzvHo7q1RwPFyf+MTiSp//3O3tSLsx5Dwvw5Pm729ktzSe1m6er02VHTNRkLRp40aLBhf4fOpnNkg1HWLwu6aoDgy1HMthwyLGgI4Crk5G7IxuV+M57dYs/cIrlFxW/jG0XVGZ7g8Fw3dWBUGAgIiJlMl3FlITF64/YwgKAzzYdVWAgch167JPNJS7RFhXmz6LR3a+Ld0dLczo7n8PpObbnHi4mWjTwqtBreuvHA+y+KAwACPJx5c/drZXm/TxcrmiElkhNNjSqCUs2HOHrbcfx93TBYAB3ZxODuzWp0E3x+78m8sLynQ7FHC+2OSmDvw+OvPpOV7LiKRq3tQ3i0Ztb0LGEJUqvdwoMRESkTE6mKxthUFBk5r011iWAxt7Sgnk/HmDr0UzO5BZoaoLIdeTgibOlrueekJjOiu0pDLih4TXuVeU4dTaP2Nm/cPJsnt12bzcnGvq62W0zGgzceUNDHunTwm65u7SsXBatSwLgzSGRtAuxFu5r6OtmV7VfpLbp2NiXiIY+7DqexbtrLiz5t3j9ET54qBvNG1hHz5gMBrufmYvNidvH38+vmHFTeAABXvZLihYUmVn++3GWbTnGY33DaRZQOSNykjMcV9/wcXOu8JKmP++zBgZ/iAzhxlpa/FH/i4mISJmKV0koLLp8YLAuMZ0f91ir+B7POMexjHMEeLkw/tZwvv79OIdO5bAuMZ2+EWUP2RORa2vyZ9uI25WKyWjg0ZtbMOz8eu4Ay7ZYw4KbwgP4x0Xv8L23JpG3Vh/g7Z/2079DcLUWPTudnc//Nh3lbAkF5QDaBHtze1v75ewAXvp6FyfP5uHl6oSfh7PtXGdyCzmTe9bhPLtTzvDt9hTCLrppSUrPIb/QTOem9bi7Y0idL/4mdYfBYGDOkEg+33yMovPDA1btSmNf2lnuePMXWztXJyMPdm/Kg9FNcb4oOFh74JQtLHi6Xxse6dO8xJ+f7Lx1/LjnBG+t3s/r93ascD/NZottpY3McwVMWbadb7enOLQzGODRPi146vzKHZdzPPMce1PPYjRYV0aorRQYiIhImcpbw+DH3WmM+mA9lzYb0aMZbs4merQM4NCpJNbsP6nAQKQGSTuTyyfn3yEHeOGrnXRuWo92Ib5YLBaWbT4GwL2dG9u9+/fwTc15/9dDbD+WxZr9J0tcYu5ayMjJZ8iC39iTeqbMduGBXrS6aEm6/CIzK3emYjDARw9HERnqB0BhkZk9qWfIzCmwOz7xVDYzvtnNjuQsdiQ7VuR/vG+4wgKpc8KDvJnUr43t+aN9WvCXDzeScNEqC3mFZt5dk2g3CuFio28K49GbW5R6jfF9w/lxzwk+23SMm8IbcFfHkHL1zWKx8FFCEq+v2M2ZXPsw0WiwL8RssVjIyi3krdUH+Or3ZDycHW+TXZyMRIb60aNFfbo3r88ve63LKN7Q2A8/j9JX+7jeKTAQEZEyXahhYC61zd7UM4xdtAmzxfouZPEf5X7uzjx8U3MAerYIYFFCEmv3n6r6TotIuW1JygCgeYAnLQO9+H5nKo99spkBHRqSea6ApPQcPF1M3N422O44f08XhnQL5f1fDzH7h330ahlQoRtmi8XCybP5DtvreTiXOnz532sSWbv/JPlFZvILzRSZLRzPzOVYxjkCvV25vYSCYwWFFr7Zfpx9aWfZl+Y4amB4dDNbWADWpfyKpxVcrEfLAG5pHUjc7jSKiuz/Pwz196B3q+oJTERqEj8PF5b8JZozuQUUv3+w8fBp3lixh/2X/vwZYGBkCM/cEVHmOW9sYh298+XWZMZ/spk34/ZRnhIjeYVmDp/KcdjeKsiLv98XSftG9j/nn28+ytP/28aR9HOlnnPbsUw+/O2w3bbe4bV3dAEoMBARkcsozwiDpRuOkJNfRFSYP++N6Go35LBY9Pl1ifeknqHj377Hy9UJH3dn2y99J5ORCTHh3NI6sPJfhIiUauvRDAA6N63H03e0YcPh0xw4kc2cVfttbWLbB+PuYnI49pE+LViUkMTGw6f5cU8at7Yp3+ihk2fzeGjhen4/mumwr1WQF1+N74Wrk/31dh3P4sXlO0s8n5+HMx89HGU3guBiz/aP4LsdKQ5zlj1cTPwhslG5+gwQ4ufOgyrcKnJZF797f0vrwKv+3f6PwZE09HPjXz8ddAweyuBsMvB0vzbc27kxBqx/cPi4O5UYbt7TqTHRzQM4cKLk82eeK2BdYjprD5xkb6q1jauTsdwjHq5XVxQYzJs3jzfeeIOUlBQ6duzIP//5T7p161Zq+6VLlzJ16lQOHTpEeHg4r732Gv3797ftt1gsTJ8+nXfeeYeMjAx69uzJ22+/TXh4uK1Neno648eP56uvvsJoNDJo0CDefPNNvLwclybZv38/nTp1wmQykZGRYdv+zjvv8J///Ift27cD0LlzZ1555ZUy+y4iUtcVv9NX1ioJxUP9erdqUGJYANZ3I28KD+CXfSfJPFdA5rkCjmXYp/izf9inwKAWOZtXyEe/HWb1njSOnnZ8x6ZXywBe+EN7XJxK/jcj18aWIxkARDbxI8DLlfdGdGXZ5mNYzs/5dXM2MbJnWInHBvm4MaJHM/7180Fe/noXu46XPS2g2Bdbjtn+4L7473aLBfamnuWj35IY1cv+mv8+P5w5unl9/tSlMS5ORkwGAwYDdG3mT32v0ouV+Xo4c1/X0HL1TURqHpPRwOQ7IvhT51DSzuSW+7hm9T0JqcCKDcG+bgRfUvD0Yv07WAu8Zp4rIK+wCG9X5xLD1NqkwoHBkiVLmDhxIvPnzycqKorZs2cTGxvLnj17CAx0/CNv7dq1DB06lBkzZnDnnXeyaNEiBg4cyKZNm2jfvj0Ar7/+OnPmzOGDDz4gLCyMqVOnEhsby86dO3Fzs37DHnjgAY4fP87KlSspKChg5MiRjBkzhkWLFtldr6CggKFDh3LTTTexdu1au32rV69m6NCh9OjRAzc3N1577TVuv/12duzYQaNG5U+XRUTqkvKMMCh+1871Mjd+74/oSlJ6DmaL9WYy81wBFouF7Lwixi7axO9HMzidnU89z9o7F7Au+eeqffzrp4Ol7l+8/gjZ+UVMHRABBmsV+ksrZEvVMpst/H7E+i5/8bD8yFA/uyH6l/NInxZ8nJDEgRPZvPHdnnIfF+jtyuIx3Wl+0brui9cl8cxn25i7ah/92gfj7mz9Q/x0Tj5fbLHWUvhrv9a1thq5iJStZaAXLQMd3zC+1nzdnYG6seKTwWIpa8VLR1FRUXTt2pW5c+cCYDabCQ0NZfz48TzzzDMO7QcPHkx2djbLly+3bevevTuRkZHMnz8fi8VCSEgITz75JE899RQAmZmZBAUFsXDhQoYMGcKuXbto27Yt69evp0sX6xq2K1asoH///hw9epSQkAvDQJ5++mmSk5Pp27cvEyZMsBthcKmioiLq1avH3LlzGTZsWLlef1ZWFr6+vmRmZuLj41OuY0RErme/HTzFkAW/0TLQix8m9imxzZj/bOD7nam8fE97Hoi6suG6t//jJ/amnuWfQzvV+uF914stRzJYsv4I93VpTKcruEEbMOcXdiRn8VDPMAbc0NBuXftDJ7N5aulWh5ErN7duwL8e7OwwHF2qxr7UM9z2j59xdzax7fnbS60dcDk/7z3BN9uOl7mO+sU8XZ0Y0aMZTep72G0vLDJz++yfOXgiu8TjOjetx/8e7XFFfRQRuZ5V131ohUYY5Ofns3HjRiZPnmzbZjQaiYmJIT4+vsRj4uPjmThxot222NhYli1bBkBiYiIpKSnExMTY9vv6+hIVFUV8fDxDhgwhPj4ePz8/W1gAEBMTg9FoJCEhgXvuuQeAVatWsXTpUrZs2cJnn3122deTk5NDQUEB/v7+5f4aiIjUNRUZYVD8buCV6NOqAXtTz/LT3hMKDGqIKcu2sf1YFp+sS6JDI1+cTBdu+I0GA/d2bszQbk1KPDbzXAE7j1sryT/SpzmBPvZDPCND/XAyGZj2xQ4ycqyF78wWWL3nBJM+/Z3ZgyNVcb6KrT1wkq9/Pw5w/vt75VNDerdqUClF/5xMRqbf1Y6/fLiB3AL7woLuziYm3tbqqq8hIiLlV6HA4OTJkxQVFREUZF/QJigoiN27d5d4TEpKSontU1JSbPuLt5XV5tLpDk5OTvj7+9vanDp1ihEjRvDRRx+VO3F5+umnCQkJsQsrLpWXl0deXp7teVaW4zI6IiK1WXlWScg7/4f91QQGvVs14J1fEvl57wkKisxceqtoMBjs3qGWqnUs4xzbj134nbftmGNxuo2HT+Pt5sSdNzgGPOsT07FYrJX3Lw0Lit15Q4jdsWv2nWTE++v4YksyUWH1uT+q5DBCrt5vB09x/zsJtueRTfyqrzOX6NOqAbte6OcwWsFgQCGSiMg1VmtWSRg9ejT3338/vXv3Llf7V199lcWLF7N69WpbnYSSzJgxg7/97W+V1U0RkeuOk9H6rmNR0eVHGLhdReGfrs38cXM2knYmj/Dnvi2xzSN9WvDMHW1K3CeV64edqQB0a+bPK39sT+JJ+6WpftyTxqKEJJ5aupX31iTSqUk9nu7XxlbA8LeD1uUzo5rXL/c1e4UHMKlfa175Zjdvrd7Pn7o0LrWIplydOXH7AOuKBK2DfRjeo1n1dugShvPFDEVEpHpV6LdwQEAAJpOJ1NRUu+2pqakEBweXeExwcHCZ7Ys/Xq5NWlqa3f7CwkLS09NtbVatWsXMmTNxcnLCycmJUaNGkZmZiZOTE++9957dsTNnzuTVV1/l+++/54YbbijzNU+ePJnMzEzb48iRI2W2FxGpbS6MMKjaKQluziYG3di4zDYLfj7AnpTyVWGXq/P9TusIvtvbBdEy0Jvb2gbZPV78Q3t6t2pAboGZTUkZ/HtNIs989rutsn5CYjoA3ZtXbNrfsOhmBHi5cPT0Ob7amly5L0oA2Hg4nbUHTuFkNPD+yG78c2gnGlWgiriIiNQdFRph4OLiQufOnYmLi2PgwIGAtehhXFwc48aNK/GY6Oho4uLimDBhgm3bypUriY6OBiAsLIzg4GDi4uKIjIwErMP+ExISePTRR23nyMjIYOPGjXTu3BmwBgRms5moqCjAWiuhqOjC2rpffPEFr732GmvXrrVbAeH111/n5Zdf5rvvvrOriVAaV1dXXF1VsVlE6q7ieetl1jDIPz/C4CoCA4CX7+nApH5tKKke79P/+53vdqTy8je7ePWPHQBwcTKqqn4l+O/6I+xLuxDEWCzw20HrDf9tbYNKPMZkNPDe8C7EHzxF4sls/vbVTj7bdIwV21MwGgyczbMutdm9AiMMwPpv6KFeYby+Yg/Tv9jBW6sP2O3v3z6Yibe3rtA5xd7b57+mg25srKBARETKVOEpCRMnTmT48OF06dKFbt26MXv2bLKzsxk5ciQAw4YNo1GjRsyYMQOAxx9/nD59+jBr1iwGDBjA4sWL2bBhAwsWLACsQ84mTJjASy+9RHh4uG1ZxZCQEFsoERERQb9+/Rg9ejTz58+noKCAcePGMWTIENsKCREREXb93LBhA0aj0bZ0I8Brr73GtGnTWLRoEc2aNbPVP/Dy8sLLq/qX5xARqYnKM8IgtxJGGBSzLlXkaPIdEazancbPe0/Q49VVtu1TBkTw8E3Nr/q6dVXCwVNM+t/vJe5rE+xN0/qepR7rZDJyU3gDbgpvgJuTieeWbSMn/0J437VZPYJKqV9Qlj93b8q/f0nkVHY+Z9LO2u2bs2o/t7QJvKJVGwQycvJZvecEAKN76+dGRETKVuHAYPDgwZw4cYJp06aRkpJCZGQkK1assBUtTEpKwmi8MNOhR48eLFq0iClTpvDss88SHh7OsmXL7G7kJ02aRHZ2NmPGjCEjI4NevXqxYsUKu9oCH3/8MePGjaNv374YjUYGDRrEnDlzKtT3t99+m/z8fO6991677dOnT+f555+v6JdCRKROuFarJFxOswBPJsS0Yu6q/RRZLGCB/CIzc3/cz9BuTfB0rTVleSpdbkERn248yrrEdCbEhNute/+f+MMAdGlaj85NL9yEG40G7q7AahX3dQ3l9nZBZJ4rsG270nevfdyc+XbCTRxIs19a78PfDvHNthRe/XY3i8d0VwG8K7ByZyqFZgttgr1rxFrmIiJSsxksJY37lFJV1/qXIiLV5ejpHHq99iNuzkZ2v3iHw36LxUKLZ7/BbIF1z/Ul0Lvi7yhfiSKzhb6zVnPoVI5GGZRhf9oZhv17HcmZuQCEBXiybGxPfN2dScnMpedrqygyW/j28ZuIaFizf68dyzjHLTNXk19opnmAJ8ZSVs1wNhl55o429KmEZf6u1mOfbCZuV2qJ+1ycjLw4sH2Jq0xUlYcWrmfV7jQm3taKx/qGX7PriojI1amu+1C9HSMiImWyrZJQygiD/CIzxbuqcoTBpUxGA3/p04LJn21j7o/7+e1gOkO6hhJTypz7uijpVA4PvJtAalYeDX3dMFssJJ7M5k/z1xJaz4PjmbkUmS10a+Zf48MCsI5YeLhXGG+tPsDBk9lltp306VZWPXlztY482ZNyhi/LKNyYnV/E9C920LtVA3zcSp6KU17bj2Wy83jJSz+7mIyEBXji4+7ML/us0xH6dyi5WLWIiMjFFBiIiEiZLlfDIDffbPv8aoseVtQfb2zEnLh9HM/M5Yddqew6nqXA4CLjF28mNSuP1kHeLB7TnWMZ5xj09lr2pp5lb+qF2gAjezarvk5W0JO3t+a2tkHkFZpL3G+xWAtkJqXn8PeVe3n4pjAAPJyd8PWo2E35ufwizGUMxHQ2GW3LSJakeJWH3q0a8OIf2jn0c9QH6zlwIptZ3+1hZM8wu/3Bvm7l/nn6Zttx/u/jTeVqCxAe6EXLQO9ytxcRkbpLgYGIiJSpuIaBxQJms8VhGHhx/QInowFnU4VW671qrk4mFo/pTvyBUzz7+TaOZZwjJTOXYN9rMy2iJtuXeoatRzJwMhr44KFu1PN0oZ6nC99N6E1C4ilbuwAvV25tE1iNPa0Yk9Fw2YKH0+9qy6gPNvDvNYn8e00iAAYDvDusC30jyhcovfDVTt77NbHMNs4mA4O7hjIhppXDah0Wi4WvfrcGBoNubFRi8cgpd7Zl5Pvr+SD+MB+cryVRrJ6Hc5nTFQqLzHyyLokTZ/L4188HAegY6od/CaFIdn4RB9LOknmuAGeTUcUORUSk3BQYiIhImUymCwFBodmCSymBwbWcjnCxpvU9aVrfk//EH2bn8Sw2JZ2mf4eG1dKX6nQmt4Dtx7LoFuaPyWjgiy3Wm9WbWzewC1CaBXjSLKD0lQ9qg74RQfypc2O+2JoMFiiyWCgyW/jXTwfLFRis3X/ysmEBQEGRhY9+S+LzTcd4pE8LuyAjOeMch0/l4OZsJKaUa97SOpCh3UJZvvW4/XnNZk7nFDBu0WYOn8ph7C0tHY7995pEZny72/b81jaBvDOsi21EkIiISGVQYCAiImVyuugGpKQ6BufOL6Pn5lI9gUGxzk3rsfN4FhsP173A4NTZPAYv+I39aWf5442NeOPejnyx9RgAd0c2qubeVY83/tSRN/7UEcBW3HHdoXT2pJyhdbD9cPzkjHMsXn+Ec/mFAHyzzbrs8gNRTZgyoG2p19h85DSvfrub349mMmvl3hLbxEQElVlHYcYfb2DGH2+w25ZfaOYfP+zl7dUHeDNuH3d3DCHU38O2Pye/kAXnRxXERATRsbEvD/UKU1ggIiKVToGBiIiU6eKbkEKzGbAPBqp7hEGxzk3r8eFvh9l4+LTd9l/2neC/G45iLiHsMBkNPBjdlK7N/K9VNyvFkfQc3lp9gKzzSxjuOp5lKwL42aZj7D5+hiPp5/BwMRETcf1MN6gqwb5uxEQE8t2OVD787RAv/sG6tHNugZnEk9mMeH8daWfy7I5p6OvGM3e0wb2MIKxHiwCW/V9Pvvo9mQ/jD3M2r9Buv4eLiUdvblHh/ro4GZkU25qtRzJYe+AUf/tqB4/0uXCelbtSOZWdTxN/D+b/+UacrvFUIBERqTsUGIiISJmKV0mAkkcY5NWgwABgR3ImuQVFuDmb2Hokg1ELN5BfVHKBPIC9qWdYMaH3termVcvOK2TE++s4cMJ+lYD6ni48fFNz3vhut61afv8ODfFw0a96gD93b8p3O1L56LckvtySTG6hmfyLCieGB3rZajkYDAb+EBmCdzlWLjAaDfwhshF/qOSRHAaDgWl3taX/m7/ww640ftiV5tBm3C0tFRaIiEiV0l8RIiJSpotHORcUlTAloaBmTEloXM+dBt6unDiTxzP/+91a4G97CvlFZm4KD3CYR15ktvDyN7vYnXKGQyez+WR9EntTzjicN9Dbjcb13B1uzEL83Li7YwgGQ9UPA7dYLMQfOMW6Q+lsPHyaAyeyCfJx5dE+LTAYDBiNBmIiAmno607vVgFsP5aJi5Ox3AX+6oKeLaz/BlbtTiUr134kQHTz+rz95xvx83Cppt6VrE2wD0/3a8OS9Ue49CcvoqE399xYN6ebiIjItaPAQEREymQwGHAyGig0W0quYVAcGJSxvNy1YDAY6Bbmz9e/H2fZ+YJ/AE3rezD3/hvxdXd8t/iHXamsPXCKSZ/+zrpD6RW+ZgMvV3q0DCh3+7zCIl79djdpWReGv0e3qM+fuzct9ZhTZ/P487/Xsev8qAGwhjhzhnQiqnl9h/btQnxpF+Jb7j7VFUajgXeHdyG3oIhDp7LxdHHCz8MZo8FQZo2B6vaXPi34S5+KT2sQERGpDDX3N6SIiNQYpvOBgbWGgb3ioodlzfW+Vp7tH0F4oBcF56cguDmZ+FOX0BLDAoDb2wax9vw79wB/vLER0RfdhFsskJx5juSMc1guykp+P5rJntQz/LzvZIUCg2+3pfD+r4fstn2z/TgDOjSknmfJ725/si6JXcez8HQxcXu7YDxdTfRr17DEsEAuz83ZRJtgn+ruhoiIyHVBgYGIiFyWk9FAHiXXMMitITUMABr5uTMhplW529/eLpjnv9oJgI+bE8/f3Q6fcsxb/9/Gozy5dCvxB09VqH9r9p8EoG+bQPq0bsC8H/eTmpXH9uRMbgpvUOIxxdd4+o42DItuVqHriYiIiFwNVcoREZHLKl4pobCMKQk1ITCoqBA/dzo2tg7fH31T83KFBWCdRgCw7WgGWbkF5TrGYrGw9nxgMKxHM4ZFN7OtzvD70cwSj8krLGLDIeuqD9EaUSAiIiLXmAIDERG5rOKCfyWPMDg//L8GTEm4EjP/1JEpAyIqNE88xM+dZvU9MFtgfWL5ah8cOpVDcmYuziYDXZtZV3S44XxYsf1YyYHBlqQM8grNBHi50jLQq9z9ExEREakMmpIgIiKXZRthUMYqCdfjCAOA8CBvwoO8K3xcdIv6HDqVw6rdabRpaJ0TH+DlgqtTyV+HX8+PLujUpJ5tqcP2jayBQWkjDIqnI3Rv7n9NVmMQERERuZgCAxERuSyn84FBiasknC966OZctwatdW9en0/WHeHjhCQ+TkgCrIHBvx7sgslo4Je9J7j4y/XDrlTAurxfseLA4FjGOTYcSmfdoXS74opfbbWu9lA8BUJERETkWlJgICIil+VkKq5h4LhKQk0qengt3dImkNZB3hw6lQ2A2WLh5Nl8hiyIp6CEkRjFeoVfCAx83JwJC/Ak8WQ2f/pXvF1YcLEeLcq/EoOIiIhIZVFgICIil+VkLL2GQfGUBLc6Fhj4uDnz3RO9bc9z8gt55KNN/Lz3BEYDxLYLxv+SpRKbN/DixiZ+dts6NPIl8WQ2Fgu0behjq2tg29/Yl7AAzyp7HSIiIiKlUWAgIiKXVeYqCeenJLhfp0UPK4uHixPvDuvCih0ptAvxoUWD8hUp7NqsHl9uTaZVkBefjOmOr3v5VmoQERERqWoKDERE5LLKqmGQW2idplDXpiSUxMXJyN0dQyp0zOCuTfDzcKFXywCFBSIiIlKjKDAQEZHLKmuEQW5+3axhUFlcnIzcVcGQQURERORaqFslrUVE5IpcGGHgWPSwrtYwEBEREantrigwmDdvHs2aNcPNzY2oqCjWrVtXZvulS5fSpk0b3Nzc6NChA998843dfovFwrRp02jYsCHu7u7ExMSwb98+uzbp6ek88MAD+Pj44Ofnx6hRozh79myJ19u/fz/e3t74+flVuC8iIuLINsKghOr/CgxEREREaqcKBwZLlixh4sSJTJ8+nU2bNtGxY0diY2NJS0srsf3atWsZOnQoo0aNYvPmzQwcOJCBAweyfft2W5vXX3+dOXPmMH/+fBISEvD09CQ2Npbc3FxbmwceeIAdO3awcuVKli9fzs8//8yYMWMcrldQUMDQoUO56aabrqgvIiLiqMxVElT0UERERKRWMlgspa36XLKoqCi6du3K3LlzATCbzYSGhjJ+/HieeeYZh/aDBw8mOzub5cuX27Z1796dyMhI5s+fj8ViISQkhCeffJKnnnoKgMzMTIKCgli4cCFDhgxh165dtG3blvXr19OlSxcAVqxYQf/+/Tl69CghIRfmfj799NMkJyfTt29fJkyYQEZGRrn7Uh5ZWVn4+vqSmZmJj49P+b9wIiLXsaELfiP+4Cn+ObSTw3z7zi+u5FR2Pt9N6E3rYO9q6qGIiIhI7VVd96EVGmGQn5/Pxo0biYmJuXACo5GYmBji4+NLPCY+Pt6uPUBsbKytfWJiIikpKXZtfH19iYqKsrWJj4/Hz8/PFhYAxMTEYDQaSUhIsG1btWoVS5cuZd68eVfUFxERKZmTqYxVEgpU9FBERESkNqrQKgknT56kqKiIoKAgu+1BQUHs3r27xGNSUlJKbJ+SkmLbX7ytrDaBgYH2HXdywt/f39bm1KlTjBgxgo8++qjUxOVyfSlJXl4eeXl5tudZWVmlthURqa1KWyXBYrFcqGHgojq6IiIiIrVJrfnrbvTo0dx///307t27Us87Y8YMfH19bY/Q0NBKPb+IyPWgtFUS8ovMFGcIKnooIiIiUrtUKDAICAjAZDKRmppqtz01NZXg4OASjwkODi6zffHHy7W5tKhiYWEh6enptjarVq1i5syZODk54eTkxKhRo8jMzMTJyYn33nuvXH0pyeTJk8nMzLQ9jhw5UmpbEZHaqrQRBrn5FwIETUkQERERqV0qFBi4uLjQuXNn4uLibNvMZjNxcXFER0eXeEx0dLRde4CVK1fa2oeFhREcHGzXJisri4SEBFub6OhoMjIy2Lhxo63NqlWrMJvNREVFAdb6BFu2bLE9XnjhBby9vdmyZQv33HNPufpSEldXV3x8fOweIiJ1TWmrJBRPR3AyGnA21ZpBayIiIiJCBWsYAEycOJHhw4fTpUsXunXrxuzZs8nOzmbkyJEADBs2jEaNGjFjxgwAHn/8cfr06cOsWbMYMGAAixcvZsOGDSxYsAAAg8HAhAkTeOmllwgPDycsLIypU6cSEhLCwIEDAYiIiKBfv36MHj2a+fPnU1BQwLhx4xgyZIhthYSIiAi7fm7YsAGj0Uj79u1t2y7XFxERKVnxCIP/xB9m1e4LI75sSypqdIGIiIhIrVPhwGDw4MGcOHGCadOmkZKSQmRkJCtWrLAVE0xKSsJovPAuU48ePVi0aBFTpkzh2WefJTw8nGXLltndyE+aNIns7GzGjBlDRkYGvXr1YsWKFbi5udnafPzxx4wbN46+fftiNBoZNGgQc+bMqVDfy9MXERFxFOTjCsD+tLPsTzvrsD/Ez/1ad0lEREREqpjBYrE4rpElpaqu9S9FRKpTdl4hq3an2ZZQvFR0i/o0rudxjXslIiIiUjdU131ohUcYiIhI3ePp6sRdHUOquxsiIiIicg2pQpWIiIiIiIiIOFBgICIiIiIiIiIOFBiIiIiIiIiIiAMFBiIiIiIiIiLiQIGBiIiIiIiIiDhQYCAiIiIiIiIiDrSsYgVZLBbAug6miIiIiIiISFUrvv8svh+9VhQYVNCpU6cACA0NreaeiIiIiIiISF1y6tQpfH19r9n1FBhUkL+/PwBJSUnX9BslVadr166sX7++urshlSArK4vQ0FCOHDmCj49PdXdHKoF+PmsffU9rF30/aw/9Dq199PNZu2RmZtKkSRPb/ei1osCggoxGa9kHX19f/WdaS5hMJn0vaxkfHx99T2sJ/XzWPvqe1i76ftY++h1ae+jns3Yqvh+9Zte7plcTqYHGjh1b3V0QkVLo57P20fe0dtH3U6Tm0s+nVAaD5VpXTbjOZWVl4evrS2ZmphI7kRpGP58iIiJXRr9DRWq26voZ1QiDCnJ1dWX69Om4urpWd1dE5BL6+RQREbky+h0qUrNV18+oRhiIiIiIiIiIiAONMBARERERERERBwoMRERERERERMSBAgMRERERERERcaDAQEREREREREQcKDAQEREREREREQcKDERERERERETEgQIDEREREREREXGgwEBEREREREREHCgwEBEREREREREHCgxERERERERExIECAxERERERERFxoMBARERERERERBwoMBARERERERERBwoMRERERERERMSBAgMRERERERERcaDAQEREREREREQcKDAQEREREREREQcKDERERERERETEgQIDEREREREREXGgwEBEREREREREHCgwEBEREREREREHCgxERERERERExIECAxERERERERFxoMBARERERERERBwoMBARERERERERBwoMRERERERERMSBAgMRERERERERcaDAQEREREREREQcKDAQEREREREREQcKDERERERERETEgQIDEREREREREXGgwEBEREREREREHCgwEBEREREREREHCgxERERERERExIFTdXfgemM2m0lOTsbb2xuDwVDd3REREREREZFazmKxcObMGUJCQjAar937/goMKig5OZnQ0NDq7oaIiIiIiIjUMUeOHKFx48bX7HoKDCrI29sbsH6jfHx8qrk3IiIiIiIiUttlZWURGhpqux+9VhQYVFDxNAQfHx8FBiIiIiIiInLNXOtp8Sp6KCIiIiIiIiIOFBiIiIiIiIiIiAMFBiIiIiIiIiLiQDUMREREREREagGz2Ux+fn51d0OugLOzMyaTqbq74UCBgYiIiIiIyHUuPz+fxMREzGZzdXdFrpCfnx/BwcHXvLBhWRQY1EZFhfDrP6DVHRDcvrp7IyIiIiIiVchisXD8+HFMJhOhoaEYjZp5fj2xWCzk5OSQlpYGQMOGDau5RxcoMKiNNn8Iq16yPp7PrO7eiIiIiIhIFSosLCQnJ4eQkBA8PDyquztyBdzd3QFIS0sjMDCwxkxPUPRUG2Udu+jz5Orrh4iIiIiIVLmioiIAXFxcqrkncjWKw56CgoJq7skFCgxqpYvmvOz9rvq6ISIiIiIi10xNmvsuFVcTv39VFhjMmzePZs2a4ebmRlRUFOvWrSu17Y4dOxg0aBDNmjXDYDAwe/ZshzYzZsyga9eueHt7ExgYyMCBA9mzZ49tf3p6OuPHj6d169a4u7vTpEkTHnvsMTIz7YfkGwwGh8fixYsr7XXXCDknL3xe2wIDsxkOrYE9317FYwWkH6zuVyIiIiIiIlKjVUkNgyVLljBx4kTmz59PVFQUs2fPJjY2lj179hAYGOjQPicnh+bNm/OnP/2JJ554osRz/vTTT4wdO5auXbtSWFjIs88+y+23387OnTvx9PQkOTmZ5ORkZs6cSdu2bTl8+DCPPPIIycnJfPrpp3bnev/99+nXr5/tuZ+fX6W+/mqXc+rC5wdXQ9puMBZ/qy2Qsg12fQW5GZc/V1GB9XxGJwiMAFcf+/1GE/g3B78mYCgjf3L2sB7vGVDBF3OJzf+Brx6/unMU8woCJzfr5wYDuNcDNz/r567e4FEfDDVj7pAD/+bQ/VFrX0VEREREaplDhw4RFhbG5s2biYyMrPDxq1ev5pZbbuH06dM15n7v+eefZ9myZWzZsqW6u1JuVRIY/P3vf2f06NGMHDkSgPnz5/P111/z3nvv8cwzzzi079q1K127dgUocT/AihUr7J4vXLiQwMBANm7cSO/evWnfvj3/+9//bPtbtGjByy+/zJ///GcKCwtxcrrwUouXq6i1ctIvfF54Dt6Kqpzzpvx+9edw9gTPi27EjSboOQFufLB8x2/8wPqxfktw872yPhTlQ9ouOJtqv/30oSs7X3VpEgX1wmDnF9bXVNV8GkGbAQopRERERETqiEoPDPLz89m4cSOTJ0+2bTMajcTExBAfH19p1ymeauDv719mGx8fH7uwAGDs2LE8/PDDNG/enEceeYSRI0eWOl8kLy+PvLw82/OsrKxK6H0VKx5h0OZOOLwWzEX2+z3rQ9uB0KDN5c9lMFrbF5yDE7uhMM9+f2EenNgDZ1PKPs+5DOsNeUE2ZGTb71vxDLS+4/KjD07ug+RN1rBh5ArwanD5/pcm7yyc3AMWi/W5uQjOpUNuFmCB3MzzwYvlyq9RVbZ8AplJkHEEti6GdQuu3bUf+t4aVIiIiIiISK1X6YHByZMnKSoqIigoyG57UFAQu3fvrpRrmM1mJkyYQM+ePWnfvn2p/XjxxRcZM2aM3fYXXniBW2+9FQ8PD77//nv+7//+j7Nnz/LYY4+VeJ4ZM2bwt7/9rVL6fc0UBwY3PwPBHSrvvG0GXN3x+Tlw5jicOw0Ws3XbN3+F41vg55lwx6tlH//7EuvHln2vLiwAcPWCRp2v7hzVJW2XNTA4mwon91q3hUZZRwBUlaR46/fu1D4FBiIiIiJSacxmMzNnzmTBggUcOXKEoKAg/vKXv/DAAw8AcPDgQZ544gkSEhIIDw9n/vz5REdHA3D48GHGjRvHmjVryM/Pp1mzZrzxxhv079/fdv5ff/2VyZMns3fvXiIjI3n33XdLvYe8WEnTB2bPns3s2bM5dOgQYJ32MGnSJHbs2IGzszPt2rVj0aJFNG3aFIBXX32Vf/zjH+Tk5HDffffRoMFV3sNUgyqZklDVxo4dy/bt21mzZk2J+7OyshgwYABt27bl+eeft9s3depU2+edOnUiOzubN954o9TAYPLkyUycONHu3KGhoVf/IqqKxXIhMPCoX719uZSLB9RvYb8t5nn4cCCsfwcOrCr7+Mwj1o83DK6K3l0/vM9PpzmbClnHrZ/f8hw071N111z2f7DlYzhzmZEkIiIiIlL9LBYoyKmeazt7VGgK6+TJk3nnnXf4xz/+Qa9evTh+/LjdG83PPfccM2fOJDw8nOeee46hQ4eyf/9+nJycGDt2LPn5+fz88894enqyc+dOvLy87M7/17/+lTfffJPg4GCeffZZ7rrrLvbu3Yuzs/NVvczCwkIGDhzI6NGj+eSTT8jPz2fdunW2kev//e9/ef7555k3bx69evXiww8/ZM6cOTRv3vyqrnutVXpgEBAQgMlkIjXVfn54ampqpdQNGDduHMuXL+fnn3+mcePGDvvPnDlDv3798Pb25vPPP7/sP4SoqChefPFF8vLycHV1ddjv6upa4vYaKzcTzIXWz91Ln65RY7S4BVrGwP4frFMELsezAbTuf/l2tZnX+cKhZ1Kt7/oDeDes4mueHzF0ad0HEREREal5CnLglZDqufazyeDiWa6mZ86c4c0332Tu3LkMHz4csNai69Wrl+1d/KeeeooBA6wjnf/2t7/Rrl079u/fT5s2bUhKSmLQoEF06GAdVV3Szfj06dO57bbbAPjggw9o3Lgxn3/+Offdd99VvcysrCwyMzO58847adHC+qZoRESEbf/s2bMZNWoUo0aNAuCll17ihx9+IDc396que61VemDg4uJC586diYuLY+DAgYB1mElcXBzjxo274vNaLBbGjx/P559/zurVqwkLC3Nok5WVRWxsLK6urnz55Ze4ubld9rxbtmyhXr1611coUJbi0QUuXuB8+ddfI9z3IRzfCpaiy7cNaGUdqVCXeZ0P3tIPQt75mho+VRwYFAcSGmEgIiIiIpVk165d5OXl0bdv31Lb3HDDDbbPGza0/k2alpZGmzZteOyxx3j00Uf5/vvviYmJYdCgQXbtAdv0BbDWv2vdujW7du266r77+/szYsQIYmNjue2224iJieG+++6z9XHXrl088sgjDn358ccfr/ra11KVTEmYOHEiw4cPp0uXLnTr1o3Zs2eTnZ1tWzVh2LBhNGrUiBkzZgDWQok7d+60fX7s2DG2bNmCl5cXLVu2BKzTEBYtWsQXX3yBt7c3KSnWGxdfX1/c3d3Jysri9ttvJycnh48++oisrCxbgcIGDRpgMpn46quvSE1NpXv37ri5ubFy5UpeeeUVnnrqqar4MlSP4hUSatp0hLK4eEDT6Mu3E6viKQnFq1a4eFmXgazSa2qEgYiIiMh1w9nD+k5/dV27nNzd3S9/uotGjBcP9zebrfXQHn74YWJjY/n666/5/vvvmTFjBrNmzWL8+PEV7LQjo9GIxWJfAL2goMDu+fvvv89jjz3GihUrWLJkCVOmTGHlypV07979qq9fU1RJYDB48GBOnDjBtGnTSElJITIykhUrVtgKISYlJWE0Gm3tk5OT6dSpk+35zJkzmTlzJn369GH16tUAvP322wDcfPPNdtd6//33GTFiBJs2bSIhIQHAFjIUS0xMpFmzZjg7OzNv3jyeeOIJLBYLLVu2tC0BWWvknLR+vJ4CA6mY4ukB+WetH6t6OgJcGNWgEQYiIiIiNZ/BUO5pAdUpPDwcd3d34uLiePjhh6/oHKGhoTzyyCM88sgjtnoIFwcGv/32G02aNAHg9OnT7N27127qQGkaNGhASkoKFovFFlRcXACxWKdOnejUqROTJ08mOjqaRYsW0b17dyIiIkhISGDYsGF2fbneVFnRw3HjxpU6BaE4BCjWrFkzh/TmUpfbf/PNN1+2Tb9+/ejXr1+Zba57NbXgoVQeL/sVSGwjDqpS8QiDMynWIjoVKGQjIiIiIlISNzc3nn76aSZNmoSLiws9e/bkxIkT7Nixo8xpCsUmTJjAHXfcQatWrTh9+jQ//vijQxjwwgsvUL9+fYKCgnjuuecICAiwTZ0vy80338yJEyd4/fXXuffee1mxYgXffvstPj4+gPVN6QULFnD33XcTEhLCnj172Ldvny0gePzxxxkxYgRdunShZ8+efPzxx+zYseO6K3povHwTua4oMKj9PAPAcNGPrs81KGhTPMKgKA9yM6r+eiIiIiJSJ0ydOpUnn3ySadOmERERweDBg0lLSyvXsUVFRYwdO5aIiAj69etHq1ateOutt+zavPrqqzz++ON07tyZlJQUvvrqK1xcXC577oiICN566y3mzZtHx44dWbdund1Udg8PD3bv3s2gQYNo1aoVY8aMYezYsfzlL38BrKPup06dyqRJk+jcuTOHDx/m0UcfrcBXpmYwWC73trzYycrKwtfXl8zMTFu6VKOsnAa/vgndx0K/V6q7N1JVZraGs+enB/R8HG57oeqv+WoT6yoc/5cAgW2q/noiIiIiUi65ubkkJiYSFhZWrsLvUjOV9X2srvtQjTCobYpHGHhqhEGt5n3RtATva7RkTvEog7OqYyAiIiIiUhdUWQ0DqSbZmpJQJ1xcx6Cql1Qs5h0MJ/fAGa2UUKpDv8KyR61rH1eWDvdptJCIiIhIJbvjjjv45ZdfStz37LPP8uyzz17jHtVMCgxqG9UwqBsuDgyuxSoJcKG4okYYlG7TfyDjcOWec92/rFNOTPrvWkRERKSyvPvuu5w7d67Eff7+/te4NzWX/gK9Umm74JxXdffCUfGydwoMareLV0a4VoFBcUihEQalO7bB+vGuN6Fxt6s8mQXeuRUKc60hRP0WV909EREREbFq1KhRdXfhuqDA4Er9+zZwrcFLyykwqN0uHmFw6TKLVaU4pDhz/Npc73qTkw6n9ls/j7gbPCohma4XBid2QXqiAgMRERG5LNWzv77VxO+fAoMr5REAbjW0ZmTDSKjfsrp7IVWpOCTwbABOl18WplKveSYFigrt92m4PBzbZP3o36JywgKwhgQndkH6ASCmcs4pIiIitY7JZAIgPz8fd3f3au6NXKmcHGsdLGdn52ruyQX6K/9KPb4FauKyilI3NLwBjE7QqPO1u2bxCIOktfDiJSNYnD2tN8mGUkbduPqCRz0wmKx9vnVK6W2vV8XTERp3qbxz+je3fjx1oPLOKSIiIrWOk5MTHh4enDhxAmdnZ4zGGvrGppTIYrGQk5NDWloafn5+tgCoJlBgIHI9qtcMJu4CN79rd83gDtZ6CSVNSSjIhszs8p3n4I/g2wi6PFS5/atuR88HBo0qMTAonoaQrsBARERESmcwGGjYsCGJiYkcPlzJBZjlmvHz8yM4OPjyDa8hBQYi1yuvwGt7PTdfmLAN8s7Yb7dYIDcDzmWUcqDFuu/caUjeBL+9BSuehYJzYLxouJXBYK294epjPSYnHXIzq+SlVImj66wfG1fiqI/iEQbpByvvnCIiIlIrubi4EB4eTn5+fnV3Ra6As7NzjRpZUEyBgYiUn8m55Pn5nuUsstl+EKTugMSf4LtauLatkxsEdai88/mfH2Fw+jAUFVi//iIiIiKlMBqNuLm5VXc3pBZRYCAi147RCH98B1a9CPln7feZCyH71IXt7n7gXg8M19EcvDZ3Vm4RSu+G4OQOhecgI0krJYiIiIjINaXAQESuLe8g+MPc6u7F9cFotE5LSNthLXyowEBEREREriEFBiIiNVn984HBqhdh0wcXthtN1uVdXTyvwYoTBmh797VdlUNEREREqp0CAxGRmiy4I+z6ClJ+tz6qy7ZPrUUvtUyTiIiISJ2hwEBEpCaLHgv1mjrWfCgqgOwT1tUmqtrGhZB1FI5thNCuVX89EREREakRFBiIiNRkLh5ww33V24ezqbBtKexcpsBAREREpA7R2FIRESlb2z9YP+78AiyW6u2LiIiIiFwzCgxERKRsLWPA2RMyj8CSP0PCgurukYiIiIhcAwoMRESkbM7u0GaA9fPdy+Hbv0LKturtk4iIiIhUOQUGIiJyef1ehf4zITTK+nzzR9XbHxERERGpcgoMRETk8jzrQ7fR0Puv1ue/L4HCvOrtk4iIiIhUKQUGIiJSfi1uBZ9GcO60dXqCiIiIiNRaCgxERKT8jCaIvN/6+c4vqrcvIiIiIlKlqiwwmDdvHs2aNcPNzY2oqCjWrVtXatsdO3YwaNAgmjVrhsFgYPbs2Q5tZsyYQdeuXfH29iYwMJCBAweyZ88euza5ubmMHTuW+vXr4+XlxaBBg0hNTbVrk5SUxIABA/Dw8CAwMJC//vWvFBYWVsprFhGpE4rrGJzcX739EBEREZEqVSWBwZIlS5g4cSLTp09n06ZNdOzYkdjYWNLS0kpsn5OTQ/PmzXn11VcJDg4usc1PP/3E2LFj+e2331i5ciUFBQXcfvvtZGdn29o88cQTfPXVVyxdupSffvqJ5ORk/vjHP9r2FxUVMWDAAPLz81m7di0ffPABCxcuZNq0aZX7BRARqc38m1s/ph8Es7l6+yIiIiIiVcZgsVgslX3SqKgounbtyty5cwEwm82EhoYyfvx4nnnmmTKPbdasGRMmTGDChAlltjtx4gSBgYH89NNP9O7dm8zMTBo0aMCiRYu49957Adi9ezcRERHEx8fTvXt3vv32W+68806Sk5MJCgoCYP78+Tz99NOcOHECFxeXy762rKwsfH19yczMxMfHpxxfDRGRWqaoAF4KAksRTNwFPiHV3SMRERGRWq267kMrfYRBfn4+GzduJCYm5sJFjEZiYmKIj4+vtOtkZmYC4O/vD8DGjRspKCiwu26bNm1o0qSJ7brx8fF06NDBFhYAxMbGkpWVxY4dO0q8Tl5eHllZWXYPEZE6zeQMfk2sn6cfrN6+iIiIiEiVqfTA4OTJkxQVFdndlAMEBQWRkpJSKdcwm81MmDCBnj170r59ewBSUlJwcXHBz8+v1OumpKSU2K/ifSWZMWMGvr6+tkdoaGilvAYRketa/RbWjwoMRERERGqt63KVhLFjx7J9+3YWL15c5deaPHkymZmZtseRI0eq/JoiIjVecR2DUweqtx8iIiIiUmWcKvuEAQEBmEwmh9UJUlNTSy1oWBHjxo1j+fLl/PzzzzRu3Ni2PTg4mPz8fDIyMuxGGVx83eDgYIfVGor7WVrfXF1dcXV1vep+i4jUKhcXPhQRERGRWqnSRxi4uLjQuXNn4uLibNvMZjNxcXFER0df8XktFgvjxo3j888/Z9WqVYSFhdnt79y5M87OznbX3bNnD0lJSbbrRkdHs23bNrvVGlauXImPjw9t27a94r6JiNQ5/sVTEhKrtx8iIiIiUmUqfYQBwMSJExk+fDhdunShW7duzJ49m+zsbEaOHAnAsGHDaNSoETNmzACshRJ37txp+/zYsWNs2bIFLy8vWrZsCVinISxatIgvvvgCb29vW80BX19f3N3d8fX1ZdSoUUycOBF/f398fHwYP3480dHRdO/eHYDbb7+dtm3b8uCDD/L666+TkpLClClTGDt2rEYRiIhUxMUjDCwWMBiqtz8iIiIiUumqZFlFgLlz5/LGG2+QkpJCZGQkc+bMISoqCoCbb76ZZs2asXDhQgAOHTrkMGIAoE+fPqxevdra0VL+GH3//fcZMWIEALm5uTz55JN88skn5OXlERsby1tvvWU33eDw4cM8+uijrF69Gk9PT4YPH86rr76Kk1P5shMtqygiAhTmw8tBYDHDo/EQGKHQQERERKSKVNd9aJUFBrWVAgMRkfPe7AinD1k/D78dHlhard0RERERqa2q6z70ulwlQUREaoAbhoDx/OisfSshN6t6+yMiIiIilUqBgYiIXJlbJsO0U+AbCljg+Jbq7pGIiIiIVCIFBiIicnVCOlk/HttUvf0QERERkUqlwEBERK5OoxutH5MVGIiIiIjUJgoMRETk6oScDwyOba7efoiIiIhIpVJgICIiVyckEjBAZhKcPVHdvRERERGRSqLAQEREro6bLwSEWz/XtAQRERGRWkOBgYiIXL3iaQmHfqnefoiIiIhIpVFgICIiVy/iLuvHTR9Cfnb19kVEREREKoUCAxERuXqt74B6YZCbAZs/ru7eiIiIiEglcKruDoiISC1gNEH0WPjmKVg9A/ausN/f+g7oNrp6+iYiIiIiV0SBgYiIVI7I+2H1q5BzEg7E2e9L/Am6PGQNFkRERETkuqDAQEREKoeLJ4z6Ho6su2ijBZY9CuZCyEkHrwbV1j0RERERqRgFBiIiUnnqt7A+Lvbdc3AuHbJPKDAQERERuY6o6KGIiFQtz/MhQfaJ6u2HiIiIiFSIAgMREalaCgxERERErksKDEREpGp5Blg/Zp+s3n6IiIiISIUoMBARkaqlEQYiIiIi1yUFBiIiUrUUGIiIiIhclxQYiIhI1SqekpBzqnr7ISIiIiIVosBARESqlkYYiIiIiFyXFBiIiEjVUmAgIiIicl1SYCAiIlXLFhholQQRERGR64kCAxERqVrFNQzysqAgt3r7IiIiIiLlpsBARESqlpsvGJ2tn+dolIGIiIjI9aLKAoN58/6/vTsPj6o8+wf+nZlksi8EyAaEhEV2wp7GDZDUSHFB8afiAloLaolW8r6itCJo2zeoaCmIxdYXgVYF7au4ULEYNpUIQkiRVZZAhJAECEnIvsz5/fHMmTNrZiaZPd/Pdc11MmfOnPMMYTJz7nM/970KqampCA0NRUZGBvbu3Wtz28OHD2PGjBlITU2FSqXC8uXLLbbZtWsXbrvtNiQnJ0OlUmHTpk0W26hUKqu3V1991bCNfAzj29KlS13xkomIyBqVinUMiIiIiPyQWwIGGzduRG5uLhYvXozCwkKkp6cjOzsbFRUVVrevr69Hv379sHTpUiQmJlrdpq6uDunp6Vi1apXN4164cMHktmbNGqhUKsyYMcNku5deeslkuyeffLLjL5aIiOyTpyWwjgERERGR3whyx05ff/11zJkzB4888ggAYPXq1di8eTPWrFmD5557zmL78ePHY/z48QBg9XEAmDp1KqZOndrucc2DDZ988gkmT56Mfv36mayPioqyGZggIiI3YIYBERERkd9xeYZBc3Mz9u/fj6ysLOUgajWysrJQUFDg6sPZVF5ejs2bN+PRRx+1eGzp0qXo3r07Ro8ejVdffRWtra0299PU1ISamhqTGxEROYmdEoiIiIj8jsszDC5duoS2tjYkJCSYrE9ISMCxY8dcfTib1q1bh6ioKNx1110m65966imMGTMGcXFx2L17NxYuXIgLFy7g9ddft7qfvLw8vPjii54YMhFR4JKnJHz9GrD/HcvHu6UBE+YAPQcBYXFAWKxHh0dEREREltwyJcEXrFmzBg888ABCQ0NN1ufm5hp+HjlyJLRaLR577DHk5eUhJCTEYj8LFy40eU5NTQ369OnjvoETEQWipHSxbKwSN3OVp4FT+eJnjRZ4ogDoMcBToyMiIiIiK1weMOjRowc0Gg3Ky8tN1peXl3usbsDXX3+N48ePY+PGjXa3zcjIQGtrK86cOYNBgwZZPB4SEmI1kEBERE4Y8f+AxBFAo5VpXVIbcPwL4OAHou1iWzNw8iv7AYPTO4EPHgKaak3Xh3UDHvpICVIQERERUYe4vIaBVqvF2LFjkZ+fb1in0+mQn5+PzMxMVx/Oqv/93//F2LFjkZ5u/8tiUVER1Go14uPjPTAyIqIuSqUC4ocAKRmWt77XAjf/Hvjv48CNC8T2pYX291n0LtBYLQIOxrf6S8DJfPvPJyIiIqJ2uWVKQm5uLmbPno1x48ZhwoQJWL58Oerq6gxdE2bNmoVevXohLy8PgCiUeOTIEcPP58+fR1FRESIjIzFggLjCVFtbi5MnTxqOUVxcjKKiIsTFxSElJcWwvqamBh9++CFee+01i3EVFBRgz549mDx5MqKiolBQUID58+fjwQcfRLdu3dzxT0FERM7oNUYszzsQMDirL6T7/9YCKfqA9K5Xge/fBuovu2V4RERERF2JWwIG9957Ly5evIgXXngBZWVlGDVqFLZs2WIohFhSUgK1WkluKC0txejRow33ly1bhmXLlmHixInYsWMHAGDfvn2YPHmyYRu5rsDs2bOxdu1aw/oNGzZAkiTMnDnTYlwhISHYsGEDlixZgqamJqSlpWH+/PkmNQqIiMiLkvUBg8sngIYq28UPq88B1SWASgMM+DkQEinWx+hrzLAbAxEREVGnqSRJkrw9CH9SU1ODmJgYVFdXIzo62tvDISIKPMtHAFUlwKxPgH6TrG9z8EPgo18ByaOBuTuU9Qf+AXwyTwQRHvynJ0ZLRERE5HbeOg91eQ0DIiKiTkl2YFpCyW6xTLnWdH24vn1jPTMMiIiIiDorYNsqEhGRn+o1BjiySXROiE4W63oOEtkEsrP6gEFfs2K6EfqAQR1rGBARERF1FgMGRETkW3qNFctze8UNANTBwPxDQFQiUF8JXDwm1qeYBQzC48SSGQZEREREncYpCURE5FtSMoGMx4H+N4lbaCygawHOfS8ev/AfseyWqmQUyOQpCS31QHO9p0ZMREREFJAYMCAiIt+i1gBTXwYe+ljchtwq1pcWiaUcMEhKt3xuSBSg0YqfmWXQeVU/AYXrgbYWb4+EiIiIvIABAyIi8m1Jo8TyQpFYlh3Ur7cSMFCpjAofso5Bp/37eeDTJ4GDH3h7JEREROQFDBgQEZFvk4sdlhYBkqRkGCRaCRgAQER3sWThw86rOCKW8nQQR/z0PbDjZWYlEBERBQAWPSQiIt+WMAxQB4kpBhePA5dPifVJI61vH64PGHBKQufo2oArZ8TPcpDGEVsXASUFotvFwJ+7ZWhERETkGQwYEBGRbwsOA3oOAcp/AA78HYAERCUBkfHWt5enJNQxYNApNaVAW7P4ufywyBjQBNt/Xm2FWHZ0SogkiUBFa5Pp+ogelkUuiYiIyK0YMCAiIt+XnK4PGPxD3LdWv0Amn1Qyw6BzKk8rP7c1iVaWiSPsP6+xWiybrnbsuN+8DuS/ZLleHQQ8sRvoOahj+yUiIiKnsYYBERH5PrmOQWOVWCbamI4AMMPAVYwDBoBj0xIkyShgUNOx457dLZbaSDG9JLw7oAkBdK1A8a6O7ZOIiIg6hAEDIiLyfUOnA2kTAZVG3G9vbnx4nFjWV7p9WAGtIwGDlgZApy922FTbseNWnxfLe9YDC06L27U5Yl35oY7tk4iIiDqEUxKIiMj3RfQAZn8KNNYAzbVAdHL72wKcktBZcsCg93jRJaG0yP5z5OwCoONTEmr0AYOYPsq6hGFiWX64Y/skIiKiDmGGARER+Y/Q6PaDBQCnJLhKZbFYDrtTLMt+AHS69p/T2YBBY7UylSGml7I+Xh8wqDhqfwxERETkMgwYEBFRYIkwChhU/SRudR2s2N9VSZKSYTAgSxQcbG0Arpa2/zzjgEFzB6YkyNMRQmMBbYSyvvsAQKMV+6w66/x+iYiIqEM4JYGIiAKLnGHQVA0sH66sj+ipPGbL0DuAyQvdNzZ/cbVMBAhUGqBbGhCbIgIIlcVATG/bzzPJMOhA0UNr0xEAQBME9BwMlB0U0xLi0pzfNxERETmNGQZERBRYwuOAa6YCQaHKDSqg7iJw8Wj7t12vAro2b78C75OzC2L7AEFaETQAgCvF7T+vs1MSqs+JpfF0BJlcx6DiiPP7JSIiog5hhgEREQUWlQq4f4PpuuZ64OIx22nykg5YPx2Q2kR3hciebh+mT7v0o1h2HyCWcWnAKSh1DWyR214CHQsYyBkG0e0EDM4XAg1VQFis8/snIiIipzBgQEREgU8bDvQa0/42ET1EFkJtOQMGF4+JZc/BYtmhDIOO1DCQMwysTHuQAwY/fgG8nAqMeQjIzgNCIp0/DhERETmEUxKIiIgAIDJBLGvLvTsOX1BxVCzjh4ilXDPAboaBq6YkWAkY9MkAeg4BVGoAElC4HvjbTR1v30hERER2MWBAREQEAJHxYllb4d1x+AI5YNBTHzDoSIZBS53z9SDam5KgjQDmfQcsvgLM/lwEeC4dB779s3PHICIiIocxYEBERAQww0BWXwnU6YMmPQeJZbdUsWysFo/bYhwwAJxrrShJSlvF9joxAEDaDcC018TPu1cCF38UdQ3Mb63Njh+fiIiILLCGAREREWCUYdDFAwZydkFMilIfQBsORCYCtWUiyyA8zvpzzQMGTVeB0Jj2j9fSCLQ1A/WXgbYmACogOtn+OAffCvS9Djj7LbBqvPVtgiOA0Q8CfSZYfzwuDeg11v6xuiJJAv7138CFg0BwGJD9RyBxhLdHRUREHsaAAREREWA7w6DmAnAqHxh+NxAc6vlxedpFuX7BYNP1cWkiYFBZbPsk21rAoD2ndwLv3QO0NirrIhMATbD9capUwNSXgbXTLI8ra6kD9r4lbrb8YhkwYY7943U1laeB799W7u/9K3D7Su+Nh4iIvIIBAyIiIsAoYGBWw2Db74Gid8XPox/07Ji8oULfIUEueCjrlgaUFLRfx8DZgEFJgWmwAACG3uHYOAFxxXvBGdEO05wkieyD/WtF9oK5lnrg/H5gy3NA/FAg9TrHj9sVNNeZ3r90wjvj8IQrZwFdK9C9v7dHQkTkc9xWw2DVqlVITU1FaGgoMjIysHfvXpvbHj58GDNmzEBqaipUKhWWL19usc2uXbtw2223ITk5GSqVCps2bbLY5uGHH4ZKpTK53XLLLSbbVFZW4oEHHkB0dDRiY2Px6KOPora2A62fiIgosNiakiB3Brh80rPj8RbzgoeyuH5i2V6nBDlgoNZfj7AXMGhtEsvxc4DnK4DnLwK/eMW58arVIiPB/BakBfpPBu5ZBzz8ueXtV/nA8BniRPGzp5w7ZldgHsi5eNw743A3nQ54ewrw10liegwREZlwS8Bg48aNyM3NxeLFi1FYWIj09HRkZ2ejosJ65en6+nr069cPS5cuRWJiotVt6urqkJ6ejlWrVrV77FtuuQUXLlww3N5//32Txx944AEcPnwYW7duxeeff45du3Zh7ty5HXuhREQUOCL1nz/mAQO5AGBNqWfH4y22piT0GCCWl360/jxJUgIGcpcDRwMG2nAgKESc5HuKSgVMex2ASgSDai967tj+oKVBLGNTxLKhEqizkqnh71rqgbqLQFMN0Fjl7dEQEfkct0xJeP311zFnzhw88sgjAIDVq1dj8+bNWLNmDZ577jmL7cePH4/x40XBImuPA8DUqVMxdepUu8cOCQmxGXQ4evQotmzZgu+//x7jxo0DAKxcuRK/+MUvsGzZMiQnO1BkiYiIApOcYdBYLa40yvUKartQwKD2oj59XwX0GGT6WI9rxPLSjyI4oFKZPt7SAOhaxM8xfYCqs/YDBm36gEGQl2pDhMUCPQaK11RaCFyT7Z1x+CI5wyAsDpAAVJeINpYR13p1WC4nB0YAy2kYRETk+gyD5uZm7N+/H1lZWcpB1GpkZWWhoKDA1YezsGPHDsTHx2PQoEF44okncPmyEg0vKChAbGysIVgAAFlZWVCr1dizZ4/V/TU1NaGmpsbkRkREASg0BtCEiJ/lrIKWRnHlEQCqz3lnXJ4kZxd06yuu+huL6w+o1CKgYl7nAVCyC1QaIEpfD8JeW0X5pFTjwcwCc8ljxPJ8offG4IvkE+ngMBFUAWxnl/izVqOAgXHwgIiIALghYHDp0iW0tbUhISHBZH1CQgLKyspcfTgTt9xyC9avX4/8/Hy8/PLL2LlzJ6ZOnYq2NlEMqaysDPHx8SbPCQoKQlxcnM2x5eXlISYmxnDr06ePW18DERF5iUplWfiwzujEuKZUXFm3pa0FuHxKuflj+rZc8NC8fgEgMi5i+4qfrZ04ygGD0BggJEr8bHdKQrNYeivDAAB66QMGpR0IGEgS8OlTwJ/Tlds704DGALi40GqU/dFTn20SiIUPjesWtNR7bxxERD4qoLok3HfffYafR4wYgZEjR6J///7YsWMHpkyZ0qF9Lly4ELm5uYb7NTU1DBoQEQWqyHiRei3XMTC+kt7WBNRXAhHdrT/3f38OlB5Q7qvUwC//DfQZ777xulrFEbE075Ag63GN6JJw6TiQdoPpY/L8b5OAgZ0TZ8OUhJAODdcl5BaR5wutT7VoT20FULjOdN2VM8Dp7c51e/BFrVYyDAKx8KFJhgEDBkRE5lweMOjRowc0Gg3Ky02LRpWXl9usLeAu/fr1Q48ePXDy5ElMmTIFiYmJFoUXW1tbUVlZaXNsISEhCAnx4hcZIiLyHDnD4Ko+68w89b7mvPWAQVurEizQRgFtzeJkeO9b/hUwuGijpaKsx0DgxJfWrzSbZBhEi58dLXrozSkJCcNFV4f6S0BViZiO4Si5xWRUMnDPemBHHnAqH6j6yT1j9ST5yntQqGn9ikBjnGHQzIABkd9qrBGtciWd5WOaYKD3BKU2ETnF5QEDrVaLsWPHIj8/H9OnTwcA6HQ65OfnIycnx9WHa9e5c+dw+fJlJCUlAQAyMzNRVVWF/fv3Y+xYcUVh27Zt0Ol0yMjI8OjYiIjIBxlaK1qZkgCIaQlJIy2f12x0YvxsMVB2EPjbTcCRT4FfXAHCurlnvK4kSUYtFQdb30ZOTTe/0qxrA0q+Ez+HxgDaSPFzk70aBl4uegiIL5AJw4AL/wH+/Ttg8K1A+n32nwcoLSZ7DBCBoaSR+oDBWfeN11NMMgz0v/eqEmDLb02zMFJvAAbdYvl8f8EMA6LAsPFBoHin7cfHzAZuX+G58QQQt0xJyM3NxezZszFu3DhMmDABy5cvR11dnaFrwqxZs9CrVy/k5eUBEIUSjxw5Yvj5/PnzKCoqQmRkJAYMEG2camtrcfKk0gO7uLgYRUVFiIuLQ0pKCmpra/Hiiy9ixowZSExMxKlTp7BgwQIMGDAA2dmi6vGQIUNwyy23YM6cOVi9ejVaWlqQk5OD++67jx0SiIjIqIaBlSkJgMgwsEaesx4UJq5kJI8B4ocBFYeBH/4JTJjjnvG6Um25mFagUitXlM0ZrjQbZRi0NgPr7wBKduu3GehEDQM5YODFDAMA6JMhAgZHPxO3lJ8B3VLtP0/OMOiWJpZyC8KqErcM06MMGQYhQEQPICJeBNC+M2tv/f3bwHM/ef932FGsYUDk/3RtwE/6AvY9h4isMVnzVTFVrPyQV4YWCNwSMLj33ntx8eJFvPDCCygrK8OoUaOwZcsWQyHEkpISqNVKvcXS0lKMHj3acH/ZsmVYtmwZJk6ciB07dgAA9u3bh8mTJxu2kesKzJ49G2vXroVGo8HBgwexbt06VFVVITk5GTfffDN+//vfm0wpePfdd5GTk4MpU6ZArVZjxowZWLGC0SYiIoJS3V8OFFgEDGy0VpRPjOUTZZUKGPMQsOU54MA//CNgIGcXdEuznbYpBwxqzgGntgFJo4A9b4lggTYKuPG/gYzHgR+3iO2MAwbV54F1twLjfglc+6RY5+22irIbnwHCe4h6BDXngbJDjgUM5AyDuAAMGMhX3oPCxP/ne9Yrv1fZ7pWi00X9ZSA6yfNjdAV2SSDyf5XF4m9RUBjwxLeAWqM8dm4f8PYU6919yCFuK3qYk5NjcwqCHASQpaamQmqv8jSASZMmtbtNWFgYvvzyS7vjiouLw3vvvWd3OyIi6oLMMwzkKQlRScDVC44HDABg0C9EwKD8sPPF9Dzl4AfipE/SAQ1XxDpb9QsAIDxOnFjXXwL+fqc40de1isduXwEMv0v8bC3D4N+/AypPA/9+XgkYyF0SvFnDABBTUSY9K8Z3cIMIngy51f7zLDIMUsWyqsR3f+eOkq+8y8GjvpniZqzoPfEeqbvovwEDkxoGdd4bBxF1nFywt+cg02ABYDTVsNz//y57icvbKhIREfkt87aK8jJplFjWnLP+PGsBA7luga5FSb33NTtfEfUWyg8p0y36Xtv+cyYuEDUOYlLEFR1dKzDkNmDYnco2ctFD49oOlact99VqVFjPF8jBkotHHdtefk1yhkFMb7FsrhUdNfyZ4XcTZnubiB5iWX/J/eNxF2YYEPk/OUMufqjlYxH6gEFbs9LNh5wSUG0ViYiIOsX8SoQcMEgeBfz4RTsZBvoaBsYBA20kABUASTzua9WZG2uAy/paBPe9BwSHA9oIpc2gLRmPiZskAWe/Bc59L6YZGF+1CdUHDOorlSs6cucJY77QVtGY/GWzwoGAQWONSMUHlAyD4FAgMhGoLROFD2214PQHrWYZBtbIAYO6y+4fj7u0sOghkd9rryVwcKgoxttYLT7T/aEIsY9hhgEREZHMcCWiSXy5qLso7ifr6+zUlIoTYHNywCA0RlmnVjte/M8byg6KZXRvYPA0oP9koM8Ey3ROW1QqIPV64Pr5pq8bEPP/VRrx73L1glgnT/Mw5gttFY3F67tDXDoBtLW0v608HSG8uxIgAQKnjoF8It1e9ke4HDC46P7xuAsDBkT+r70MA8ByuiE5hQEDIiIimXwlAhBVleVAQOIIsWyptz7P2dqUBOP7jdUuH2qnlR4Qy+RRrt93UAjQXXQ5QvkR60EWwDfaKhqL6SMyQ3QtwOVT7W9baVa/QNatr1j6e8DAkekiATElwbiGAQMGRH6ntQm4rO+kl2AvYMDChx3BgAEREZEx+YuF3IJJEyKKHkKfcm/tKqTNgEG06ePu0tosghLGN3snP6VFYumOgAGgfHGrOKyk7gMw/DsCvtNWUaZSifoMgJLiassVsw4JMkOGwVnXjs3T5Cvvwe3VMOgplswwICJvufQjILWJYH+UjeKrzDDoFNYwICIiMhaZIL6AlOkDBpHx4kRSGyGK2TVdVWodyOxlGMiZCrLyw8AP/wSu+w0QFtu58VaeBt6aBDSZZTGo1MCty4Gxs60/70KRWCaNtv54Z8UPAw5/LDIMTAoeSkpdA19pq2gsfghwfp+YsjHw52KdNtKysrZxG0pjgTIlwZEMg3B9jQZ/rmFgnGHAgAGR5534Cvj86Y4XHW3Td9uJH2q7AwIDBp3CgAEREZEx+YvFT3vEUr5iIQcMrE1JaLRS9BBQ5rabZxhs+yNwfLO4Oj1mVufGe2yzZbAAEK0ST2+3HjBorFZSOD2RYSCn78tamwB1kBgj4Ds1DAClaNY3fxI3QBSCnLlBCRSV/SACPoCo42AsNkCmJJi3VbRGzjDw5ykJxm0V2SWByPMObgSqf+r8fvrfZPsxQ0FjTknoCAYMiIiIjMkBg9JCsUwaKZbaCLG0WsNADhhEm6431DAwyzCQ2/Y1VHVqqACUwMZNi4BrnxQ/H/wA+DTH8riyC/qChzF9lHnoriYXn7r4o9KNQdbaAKiDlfu+lGEw8GZg58umdSfO7wfWTgNG3S/uH/o/kQI75Hag30TT5xtnGPhzz2+53aAjbRX9eUqCcVtFa+9tInIvufvQz3+vZHU5S6MF4vrZflz+XLfWrYfsYsCAiIjImPl0g6R0sWw3YCBPSTAPGFjJMGhtBq7o57d39oqmJAEl+oBB3+uU9oThcWJpq9jipeNimTC8c8dvT2xfIDgCaKkDTn5l+lhLAxBkVAjRV9oqAkCPgcAzp0XhQwCo+gn4+51imspXS5TttFHA1Jctnx/TG4BKpLfXXQIie3pi1K4n15doL8MgPBDaKjLDgMiras6LZe9x1tsiugIzDDqFAQMiIiJj8pUIWdIosdRGimVzreVz7NYwMDpxv1Isrk4DnZ8zfaUYqKsQV+uNpxbInR5sBQzkKzoxvTt3/Pao1Uo9ALkjg8z4xEwd5HgrR0/RBIkbAPS8BvjlF8B3f1EyNlQAhs8AopMtnxukL5J5tVRkGfhrwKDFiQyDpmoRYPClwI+jWln0kMhrJEn5PLL299RVWMOgUxgwICIiMmacYaDRKlXzHZqSYF7DQH/ibpxhcMkoPb+zJyg/7RXL5FGm1ewNmQ02piTUXBDLaBsVpV0lYagIGJhrbRRFGQHRhcLXxaYAt+Q5vn23vvqAwVmg91j3jcudDEUP2/n9hMYCKo0IgNVfdu8XfndpYdFDIq9puKIUv7XV4cAV5IBB/WWgrQXQBLe/PZlgwICIiMiYcYZB/FCl5Z95wEDSp9SrVPYzDIxrCVx2UcBAkoCS78TPfTJMH7ObYaBPAY3u1fHjO2LCXDH9oqUeSBgGnMwXxa1aGsSJJuA7LRVdKTYFKCnwr8KHrc1ivJogMZ3EkbaKarXolFBXIaZf+GXAwOg9aK8VKZG36dqAK2eUzx9rwuOUaWm+Tv4sCu/h3gyl8DgluFl3yf3B8gDDgAEREZEx44CBcZq/8ZSEr5YA3ywHIAHjfqkEDEIdqGFw6aTyc0fmTDddBbb/D7BvjXIV2FbAoLXReqr4VX2GgTuv6ABA4ghg9qfK/TcmiGVLg3KFx5cKHrqKofDhWe+OwxlvTxGtJAEgM0eZNmPv9xPRUx8w8NPCh8ZtFVsbAJ1OBEKIfNH7M4ETX7a/jToYeGK3mE7l6zwxHQEQ094iegK1ZWJagjsCBro2kfXXXAd079d+EUY/w4ABERGRsfDuypUIueAhYJphcOQTAPorPEXvK/OgbXVJaLKVYWAjYHAyXwQE5P7S6mAgc54oCvX2z5UuCwAQmQik3WD9uIDIbjCfR2+YkuDhK8JyAb3WRqBV/7MvtVR0FX9rrdjSqAQLAOD0TuXn9jIMACCiu1jW+2nhQ/P3YGsjoA33zljI/ZquAgfeBU7vUIJinhIaIzoBdPRkVdcmxg3oP2usdGBpqRcFW09u9ZOAgYey3QAx3VAOGLjD3r8CW54TP2u0wPwj/lvDxgwDBkRERMbUanGF+Eox0Gucst44YGCc6m9cNE3OQpCFWsswsDMl4d+LgN0rLNc3XwWmLBbBAm0UcPcaoNcY8cXRPK1frRHrm2rEWI2/tDTWiH0B7s8wMCcX0GupV65cB3SGgZ8EDMxrXchf4gHHMgyAwMgwAMT/TQYMOmb/OuCLBUqg0xdJOu8eP34ocEOuY9se3iRavLa1AINuAcbPEfP9NVrg2TPWi8V+/RqQ/xJw7nvnxqXTAXtWA9XnxOdWZg4QEmn/eZ3lqQwDQNSWKTsIXD4JINv1+79gFHRtaxaddRwJGEgSsOF+4Mct1h8PjhCf99fc7JpxdgADBkREROZmvC2+VCSNVNYZAgZXgYYq8XNQmFG/+lDLE3fzGgb1lUBDpfK4+ZzpCweVYMG4X4qARVUJsHMpcPm0mLsKiHHZ+/IgBwyazOoYyNMRQmI884XQmHy1uqUR0OoLXQVqDQNA/O4kSdS58GXmtS7k/6NBofbHbmiteMn14/KEFisBA+qYI5ssAzC+qPtAYOxsIMyD8/yP/ws49rk4IXfU3r8CFUfEz7tPAMljxM9x/Wx3luk9Xix/cjJgcPYb4MuFyn1NMHDDfzm3j47wZMAgfihw9DOg4qj9bTviaqnp/ZpS69uZa64T/z9sPn4VOPB3BgyIiIh8Su9x4mZMzh6orVBSWXuPA858LX42L3gIiJNyQMkwMM4uACzToeUr0r3GArf+STnezqXiqu/F42Jdt1T7ryE0Bqg5Z3kyaPiC5oWiT3LAoLVB1FYAAjPDIKa36ALR2ih+f1EJ9p/jTXJASx0E6FqV9Y4UIZMzDPy1v3mr2XuQhQ87rlafZXLX25bTpHyFSi3+z3o6iNfWJAIGjp5EAqJArLHDH4tl9wG2n5M8RrzGmnPiWI6eiFeeNr1/fIuHAgYenJIgdzxyV8BAnuoXmSimPpgHEGyRA7SaEODpg6aPlRYB798riui2V+jSzRgwICIicoScYSB/4VMHAwnDjQIG0ZbPMa5hoNOJFEVApBi21FlezazTn3QZF16M6KlsX6yfW+5owAAw7dBgPH5vVLSXgwMtjUrAwB/aKjpLEyy+AFf/JIJAPh8wqBLLbmmmNTaC7NQvAIB4/Zfw0gMuH5bb6dqU9Hk5W4gZBh0nzw3veQ0Qlejdsfga+YTYeLpPe3Q65QQ0aRRwoQg48W9xv72AQUgkED8MKP8BOLcPGHq7Y8er1o/rmltEavy574G6y0qNEnfxZD2d+KFiefGYezK/rpaJZa+xwPHNjgeH5Pov4XGW75v+k8VnZN1F4PIpQBtv+XwPYBlYIiIiR8gBAzmlNCwW6N5fedxahoGha4IkTvjlk7HE4WJpnmEgX6GLMJr3qFIBcWni53P7xNKhgIH+2OYZBvJVjygvBAyC9XPDW+qNTtQCMGAAKNMSTm/3/avv8v+RyHgRnJIFO5D90ednYllxRPRU9yfG6fPh+hMjBgw6RtcG1OunpUT6eIDMG+QTYkdPIusqRPFClRoYqE9Fl/+/thcwAJTsuHN7HR+fHMjoPR5IGAFAEoUT3c0QwPZAhkH3/iLQ31xrmb3RWc11yvS/3mPF0tHgUL0+w8DaFJmgEBGAAICS3Z0bYycww4CIiMgR8pQE+WpsaKzpFzdrAYOgUCXNu7FGaamYOBL4aU87GQZmVxG6pQLlh5SpEN3S7I/XkGHgS1MSjLsk6L/8BnLA4Oy3wPY/ArtXArlHrP8f8QVy0cPQGHHiXF0n7juSYRDZU7wPLp8U86a9OM/Wacb1C8K7iTTujrQ6JXGVVNIBUCl1LUghnxDXXxL/7+wF4+Qr/lFJQPJo08fsBgzGA/vfAfavN+14Yu6aW4Cbfqc/nv4EOqY3cE22yFA49jnQf0r7x+qM5lqlAK8nPo80wUCPgSK4WXFMCeoC4kJAeA/HgqTWyJkS2kigxyDTdfbIgdZwGzU1+maKYMHZAmDA9I6Nr5MYMCAiInKENsL0fmiMWcDAypQElUqsb6gUdQzkDAO5mKJFwMBKhgFg2c/ZkQwDeTwWFfC91FIRMJqS0AC06jMMArGtIgCMmS2CPOVHxO/gylkls8TXyEGlkGjxpbVaX0vD0S/PKT8TAYOSAv8KGMj1CzRaJSDYXOe98fgzOYsmvDug4emFhbBuyrSXqxeUrDFbavSZbNG9gMQRpo/ZCxik3SAC1U3Vpu1SzZUdBMY/KtLgq41qCcT1A75eJgoEHv2s/WO5Qmis5eeru/QcrA8YHFH+Vp3YCrx3LzDkVuCe9R3bryFzL8n5bBI5w8BWwCDlWgCvMcOAiIjI55l/oQmLFV+ugkLF1XJbV49DokTAoKESqCwW6xL1AYO2ZqCtVfmCbW1KAmD65TI4Aohw4AqerQwDn5iS0GCUYRCARQ8BcVXo8W+ANzPFl1Nfbjso/x8JjTH90upIhgEgpiUc+AdQ8p3rx+ZOcjZBUJhRBw9mGHSIXL+A0xGsU6nEiWTlKXEiaS9gIJ/Ax/QSV/3Duokr0aEx9v/+x6YAv94DVJ2xvc3WxSKgeeLfwOiHlPT5mN7i+X2vExlSnjDibs8cBxB1DA5/JOoYACJA+HmuyN47/gXQVNux7kGGQLxRwKC2zPTz3Ra5hoGtrh19JoipKVfOADVlzo/NBRgwICIicoTW7EtEaCygVgNx/YGKw0b1CszI68sOiTmpQWEiLVLW2gBo9MEGm1MSjL5cdkt1rFiTedHDSydEy0a5U4NXpyQ0iKrhQGC2VTQmf7l3V9tBXRtQfljpbhAcJlJi1U6UqWo0m5IgczjDIFMsSwtFMUt/mWYiBweCQ42CWcww6BA5IOZI3/muyhAwcGBuu3H3AJVKBJmLd4rsAkf+/vcYIG62nC8UAYMfvwQGTVMCuNHJomXjI+20+fNncpHWk18BH80VRWnljKq2ZuDMN8CgW5zfr3EgPqKnMhWxrsJ+Np/cJSHcRoHJ0GhRYLnsIHBuj/NjcwEWPSQiInKEtSkJANBdP13AZoaBPmBQWqjfvr/+5ET/pc/4iqYhw8AsYBBnFjBwhHnRw12vAoXrxTQIjdZ0/qanyFesjbskBGqGgUzOFnFXhsHn84G3bgD+Nlnc3vyZCAw5w5BhEG16lcvR3033/mL+b2ujCIz5slPbgI+fELcTX4p1QaGm2S/kPGYY2OdMpwS5uG5Mb7GUp7F1H2h9e2fJhRRPbRdBDEB87vhLsK+jktIBqMTf44MbxTQqQOmgcPKrju1XzjCIShQBl0h9twNHpiXYm5IAAH2vFcufnChk6ULMMCAiInKEtSkJADB0urgqkTbR+vPkgMH5/WIpXyEKDjdtrdjSqFRZNk85je6tXLGwl8oqM5+SUPaDWI77JTDsLpHi6mkmRQ/ltooBnmEgF4Crd1OGQfkh5TgqtbiiVbgeuO43jrcNM5mSYFRXw9GAgUol5j3XX9JfaRvr8PA97ovngEvHTdcFhwFafcCgmV0SOqTWRnYUKZyZ226cYQAA438l2vZl/to1Y0lKF/Ptr14ADn4g1sV4oFOBt8WmAA/+H1BxVFkn1wjaMBM4ld+x/coZBvLvODpZ1KFw5HctZxjYmpIAiCyuPau9FjBwW4bBqlWrkJqaitDQUGRkZGDvXtsv8PDhw5gxYwZSU1OhUqmwfPlyi2127dqF2267DcnJyVCpVNi0aZPJ4y0tLXj22WcxYsQIREREIDk5GbNmzUJpqekvSj6G8W3p0qWueMlERBTIgs0zDGLFcsTdwIJioJ+tgIE+8+DSj2LZ4xr9/vRX2+UTFPmEUh1seTKvCVIyAhzNMDAuetjarBz/hv8SRbG8wWpbRWYYdEqTvsr4PeuApwrFv2flqfaLnVnsw3hKgtGX1mAHaxgAyuv0+RaSVZbrTDIMGDDoEPn3bp4dRQpnAgbGNQwA8Xd/xtv6K+QuoFIBA38ufv7PBv2xertm375uwBTg2hzlNvgXSqHIytPA5VPO7/OqvrZAlH6qnzzlz6EMA30NA0cyDOTaCx7mloDBxo0bkZubi8WLF6OwsBDp6enIzs5GRYX1D5H6+nr069cPS5cuRWJiotVt6urqkJ6ejlWrVtncR2FhIRYtWoTCwkJ89NFHOH78OG6//XaLbV966SVcuHDBcHvyySc7/mKJiKhr0ASZntzKV/CB9q/kmtc2kOsXmKdAG75w97S+v77XAVABfTIcG68c0GisFsECXSsQEuOZfte2GLokdIG2ijJ31zCQAwbaSBGckk8CDn3k+D7MuyTInAnmRLo5MOIqxq0UZcFhDBh0lqH+Cqck2OTolIS2FnHlHxDZZe4yXF9s0NDasIsEDKwJiVJqsXzzJ+efb959yJnpJ/VyW0UbNQwAkbkT1x+A5PzYXMAtUxJef/11zJkzB4888ggAYPXq1di8eTPWrFmD5557zmL78ePHY/z48QBg9XEAmDp1KqZOnWrzmDExMdi6davJujfeeAMTJkxASUkJUlKUuZpRUVE2AxNEREQ2aSOUE115SoI95j3Je+p7NBuqsutPUOwVDbttBZC1xLEOCYBp0cPyw+LnhGGOp6m7g/yaW7tAW0WZ2zMMasVSzmQZdpdohXb4Y/H/xZHft/GUBGNOZRjoryz7eoaB/H6LiFdOcoPDLN+P5BzDlAQWPbRJzhaoPq/8/VNrxM3Y1QsAJJFtZt4xx5XSbhQZb3L2WVeYktCeG58R0wsP/F3824y8x7Hn6XSiIwJglGGgDxzIgZ/2GKYk2Jkm2DcTuHDSsTG5mMsDBs3Nzdi/fz8WLlxoWKdWq5GVlYWCggJXH65d1dXVUKlUiI2NNVm/dOlS/P73v0dKSgruv/9+zJ8/H0FB1v8pmpqa0NTUZLhfU1NjdTsiIuoCtBFK+qB8Bd+esQ+LNOimq+LLmdxSUdtOhoE1arXjwQJAyWxoqlHS0xOGOf58dzBuXRfobRVl7gwY6HTK1UE5YHBNtrhaXnVWpK/GD7G/H+MuCWqj70NOZRjoAwZ1TgYMJMlzQSxdm+hUAgCJw0UBREAU45RrlBz6SHQSmbmh/RRhMlXLDAO75KvOdRXAH/R/F4JCgZSfiU448vtAzkaKTnau24mzVCpRG+GLBeJ+V5mSYEu/icDEBcDOl0UHhWOfi2CqvSkKkk7fpUal/B2McnBKQmsT0KwP+tr7e5NyLfDd3+2+DHdwecDg0qVLaGtrQ0KC6R+MhIQEHDvmuXkXjY2NePbZZzFz5kxERyvpoE899RTGjBmDuLg47N69GwsXLsSFCxfw+uuvW91PXl4eXnzxRU8Nm4iIfJlxa0Xzq7G2RCcBU1+2XG+eAl3n4jnAcg0DSMBP+lZMCUNds++OCjIKGBhqGAR6hoEbpyTIXzQBJWCgjRAVv8/vAy4etx8waGtVgg6hsaZBAmcCBh15nR/NBUqLgMd2OpfN0FHGHRASjAIGwaFKlfSWevF+Kd4FDJvu/jEFgrZWJZDKGga2hXcHeo8Hzn2vrGttBE7vALDDcvvu7bRFdJX0+4CvXhQFeB2tjxPIJj4rOlQUvQsc+cS55yaPAjTB4mc5UCy/L2yROySoNGLKYHtSrwP6TQbwqXPjcoGA7JLQ0tKCe+65B5Ik4S9/+YvJY7m5uYafR44cCa1Wi8ceewx5eXkICbGcR7lw4UKT59TU1KBPnz7uGzwREfku404Jjk5JsMX4ajugnGi5KqU3OBTQhABtTcoX1IThrtl3Z8YE6LskdLEMg+ZaUeBSzixxBTlgoDarr9FjoAgYXD5hfx9NRpmTodGAzmh8wc4EDJyckiBJYtpEW7O4gpfogf+brUb1CxJHKD8HhYmri7/5D/BJDnDma/d1tQhE9ZcASOKkh1kZtqlUwKNblSlAgEhZL/4aaLhiuq1aAwy70/1jCo0B7l0PVBwDkka5/3i+Tq0Bpr8pMi9++BCI7Qv0GmM5bcSaeKOAvPw+sBcwMJ6OYC+bpFsqcO/fgbkOXqxwIZcHDHr06AGNRoPy8nKT9eXl5R6pGyAHC86ePYtt27aZZBdYk5GRgdbWVpw5cwaDBg2yeDwkJMRqIIGIiLqgYKOTKUenJNjclxwwqBNLd1QZD40xTRF3JD3dnQxZFV2orWJIlBK4qb8EaFPsP8dRxgUPjdP65SuTlxyY7yqfvASHi6tjmmB9y8/6Dk5JcHDqRcMVJcvEU3UD5OBcUKhSfBRQAiPdUkXb0jNfA3V2vuh7S2uzuPJpfoLpTfI87Yiejp1YdWUqlWmwOSzW+3+XB2SJGyl6jRG3jpJbJDZcaX/alZxh4OOBNpcHDLRaLcaOHYv8/HxMnz4dAKDT6ZCfn4+cnBxXH86EHCw4ceIEtm/fju7d26k2qVdUVAS1Wo34eKZQERGRHYYpCSqjlP8Okk+eG6uBH/4JlP0g7ruyyFV0khIw6D5QSVv3FkOXhC7UVlGlEr/TmnPiZDrWlQEDueCh2f9FOWDgTIaB8RSbsDjxO+pIW8WmGhEQspedILchA7wTMIjrr6yX/y8CSpFSRzIMJEkUjIvrp6Qiu9uhfwKbnvDMsZwlt5Ij6urkAICuVfxNtDWFUc5ACOtiAQNApP3Pnj0b48aNw4QJE7B8+XLU1dUZuibMmjULvXr1Ql5eHgBRKPHIkSOGn8+fP4+ioiJERkZiwADxoVdbW4uTJ5VIeXFxMYqKihAXF4eUlBS0tLTg7rvvRmFhIT7//HO0tbWhrEx8GMXFxUGr1aKgoAB79uzB5MmTERUVhYKCAsyfPx8PPvggunWzU5mSiIhInpIQGt35YlRywGDfO0D1T8p6V37pvv0NUTEfEjB4muv221HyCaiuRaTnA4HfVhEAIrrrAwYuTnOXT/ZDIk3Xy1fPL520X1TQuKWiLDxOjNeZYE5ojMgWaWsWQSp7gZFao4BBs4cCBq36gEFwmGm702qj1mfO1GIoXA989pToRnH9fJcNs10Xj4tl94GemcbhKJUGGDvb26Mg8g3BYWKqU2uDyCKwFTCQpyS011LRB7glYHDvvffi4sWLeOGFF1BWVoZRo0Zhy5YthkKIJSUlUBt90SotLcXo0aMN95ctW4Zly5Zh4sSJ2LFjBwBg3759mDx5smEbua7A7NmzsXbtWpw/fx6ffiqKQIwaNcpkPNu3b8ekSZMQEhKCDRs2YMmSJWhqakJaWhrmz59vUqOAiIjIJkPAILbz+5IDBnKwoMcg4JqbRSVkV0kaKW6+wvgEVD5R7RIBAzd1Smgy65Agi+sHQAU0VYsT3/bqYlhrqdhvInD5JJCU7vhYDJkU5x3LpLhqNHXVYxkGNupmGPdKN2QYODAl4cA/xPKn74G2FmDrC0DaRGDQLZ0fqy1y1fUxDwHX/cZ9xyGizgnXB4obKgGkWd/GMCXBty9cu63oYU5Ojs0pCHIQQJaamgpJktrd36RJk9rdxpF9jBkzBt9991272xAREdkkBww6W/AQsEz3njBH3AKZScCgSiw1DBh0mFz0UGuWYRAcBsT2AapKxLSEdgMGVqYk3PwH4KZFzgdz5IBBrQOvs9YLUxIMGQb6YN3oB8VJ/w3/pWwTob/SZy9gUHMBOLdX/FxdAhTvBL57Ezj5lZsDBvrghtyij4h8U3g3ETCovwIc+VQUojV35hux7IpTEoiIiAKSfGLmaEvF9pgHDGK6QAcetVoEDVoblXT6QG+rCLivtaKtDANApKxXlQCXTgB928laMWQYmNVB6Ejmh6HwoQOdEkwyDBpsb+dKcoaBXF/h1j8D1z1t2r4u3MHf1bHPlZ+rzwGXT4ufq0rsTwPpDAYMiPyDHAS4fBL4ciEg6Wxv6+PvZwYMiIiIHCXPFXfllASZK4vh+TI5YGB8P9B5ekoCIE6CT+XbL3xobUpCR8mv05HWiiY1DOo6f2xHyJkMQfpgnSbItFsCoAR36i9bnvhfPqX8Dn/4UFnfcAUoPyR+bm0Uz5X340o6nTIlITrZ9fsnIteRCx+e3y+CBSHRwJhZltuFxQKjZnp0aM5iwICIiMhRg6cBJ/7tmuJeWvOAQRfIMABEoESejgAEfltFQGmVWfVT+9s5q72AgXwiXPh3oHiX7X3IJ6CuDBg4EhjxRoZBq1mGgTVyhoGuRQRT5OlH5/YBb0+x3F4dLLY9+62yrvqcewIG9Zf1HR1UQBQ7EhD5NDnDQO6A1HMQkP1H742nExgwICIiclRcP2D2Z67Zl3GGQWis91seeor5yVpXyDBI+ZlY/rQHqLuszJN3RHMdUHEMaGsS8+MrjgG3/A/QLbX9gEHv8WLZWAVcqLJ/nB7XOD4mWwxTEny0hoFxW0VbgkPF1KPmWnGCLgcM5IBASLQSGBl4swjGVBwWacey6nNA8ihXj17MhwbEv3NXmMpD5M/kDINLP4plTG/vjaWTGDAgIiLyBuMaBl0luwBQ0sEN97tA0cO4NNFx4MJ/xNx3RzJUWpuB798Gvl5mWYCv5yAga7HtooeAOGF9/Fvg6gX7xwqNAXqNs7+dPXImRWWxqJ3QfYDtufze6JJgyDAIb3+78O7i37buEtC9v1h3Uf+lP3MeMOk5Zdt37xEBA2PV51wzXnOG6Qi+Pd+ZiKBkGEhtYsmAARERETnFOGAQ00XqFwCWxR67QsAAAIbeIQIGRz6xHTCovQic/QZorgd2rwQuHhXrw7uLoIBKBVw5o5yQtpdhAACJw8XNU+RuDKWFwBvjgBn/C4y423K7pqtAi1HdgmYPZxi0NyUBENMJqs4C9UaFDy8dF0vzTAxrJwE1nQgYVJUAu99Qakuo1ED6vUC/SaxfQORPws0yyfy4sDEDBkRERN5gfJWzqxQ8BCwDBl2hrSIADJ0O5L8k2u/VVyrpqgDQ2gRseQ448K6YeiAL7wFMWQSMelAU6Dv0f8A/f+l4wMDT+mQAaTcCFw6KqRCntlsPGBhnFwBemJIQ1v528hd9uVOCJCkZBj0HmW5rLTuooxkGNReAtbeKYIWxU9uA3CPKfv34SiVRlxFu1irRj9+3DBgQERF5g0nAwH+vPDhNnhMOiBM3TbDXhuJR3fsD8cNE+nrxLmDYdOWxM98A+9aIn+OHiRoHCcOBG58x/dIZrf/C6asBg+AwUePj6GfAxgeBsoPWtzOuXwB4YUqCnQwDufChnGFQWw40VYur/cYtGAHrVw2rzzs/trZW4N27RbCgWxow/lGxfuer4t+rpIAZBkT+JIwBAyIiIuoM44CBH6cqOm3SQiAyAWhrAQZMcV+/el/Uvb8IGJgXBZTvp94gTrht/ZvIXzivlgK6Nt8LGMgSR4hlxVFRi8G8QN9V84CBh7okOJphIBelrNPXjrion47QLdVyCo3xSUD8UKDiSMcyDMoPiZs2Cpj1CdCtr1hfcRQoehc49BFQow9EsIYBke8L72Z6P5oBAyIiInJGVy16mDAMmPaat0fhHXK2QH2l6Xr5fmR8+wGUqERApQF0reKqd3tFD70ptq8opNhYLU6Cy34wbaX5016x1EYBzVdFJwhPMGQY2JuSYJZhIFc57zHIclvjYF/q9SJgcPWCCIg5kz1Tri+cmDxKCRYAwLC7RMDgyCfKuBkwIPJ9xhkGQWGWUxT8CAMGRERE3mCSYdCFahh0ZfIXSPOuBw2Vpo/botaIdPTqn8RVbF/NMFCpgMSRwJmvgc/nAxeKrG/XY6AokOjpDAN7AYMIfcBArmEgZxj0tNJ6Ug7iSG2ileW+dwBdiwgaOFObpPyQWCaYFansN1H8vzAuwMgpCUS+LzRG+dsQ09uvs+kYMCAiIvKG8DhRCC8o1K+vPJAT5GJ6DeYZBvoAgiP/D2J6i4DBlbPK3H9fCxgASsBADhb0mwxEJSmPayOAtBuAD2Z5oeihgzUMakpFe8iyH8R9axkGao2oa3DpuJiSENNL6WTRkYCBeVcLTTAw6n6g4A1xPyqZAQMif6BSAWHdRLDPj+sXAAwYEBEReYdKBdyzztujIE+yNyXBXoYBoKSjXzymrPPJgMEI5efQWOC+9wBtuOk2Ffq2kR4reuhkhsHFo6I9pMy8Q4Ls7v8V0xYSh4t5ysatLx0hSUCZnGEwzPLxn78EpM8E2ppFHYyuUiiUyN+Fdw+IgIHa2wMgIiIi6hLkgIB5hoF839EMA0AJGGi0loX4fEHSSOXnsbMtgwWAcuLe7KkMA30NA3sZBokjgJRMEeiQb6k3iKwJW9sPnyF+7t5fLIt3Oj6uq2Xi/4BKDfQcbPm4WiOCEb3GiDRnIvIP8t90Py9szAwDIiIiIk+wmWFwRSwdyTCQAwby1XlfK3go63ENENFT1FkY/yvr2wRHiGVrA6DTAWo3X8cyZBhYCV4YCwoBfrmlY8cYdT9QuA44+CGQ9ZLScaE9csHD7gPtZz8Qkf+I6y9aoiYM9fZIOoUZBkRERESeYMgwuGK6viMZBpWnxNIXpyMAIm3+l18Cc3fanstvfHLc6oHCh3KGQbCdDIPO6JMBJI0C2pqAwrWOPae8nekIROS/sv8IPLQJGDTN2yPpFGYYEBEREXmCHBBoqjFtu1ffgYCBzFcDBoCSnm+L8ZX+lgZRCNGdDEUP3XgVX6UCMh4HNj0O5L8EbM+z/xxdq1iaFzwkIv8WFgv0n+ztUXQaMwyIiIiIPCE0BoC+tZYcJGiuV66uOzMlQebLAQN71GqlnkBznfuPZ5iS4MYMAwAYfpfonACIFov2bpBELYoBWe4dFxFRBzDDgIiIiMgT1BrRZquhUtyiEpTpCOogx07+Q2OBbqmiEj8gagX4s+BwoLVRufrvTo4WPeysoBDg198BdRcdf05IlH8Hf4goYDFgQEREROQp4XEiSCBnGBi3VFSp7D9fpQLmbAfKfhBTGnqNs/8cXxYcLv49WjyZYeCBwoKaYCA62f3HISJyMwYMiIiIiDzFvLWiMwUPZeFxQL+Jrh2Xt8jtFt2dYdDWotQKYCcCIiKHsYYBERERkaeYt1Y0FDx0oP1eIJJP3pvr3Xsc44CEO4seEhEFGAYMiIiIiDzFVoZBWDfvjMfbgvWdEVrcHDBo1dcvgErUGCAiIocwYEBERETkKRYZBldM13c1hikJHsowCAp1rFYEEREBYMCAiIiIyHPkTAKLDIMuGjCQpyR4KsPA3S0ViYgCjNsCBqtWrUJqaipCQ0ORkZGBvXv32tz28OHDmDFjBlJTU6FSqbB8+XKLbXbt2oXbbrsNycnJUKlU2LRpk8U2kiThhRdeQFJSEsLCwpCVlYUTJ06YbFNZWYkHHngA0dHRiI2NxaOPPora2trOvlwiIiIi++RaBYYMg8v69V01YCBPSXBz0UN5/8Hh7j0OEVGAcUvAYOPGjcjNzcXixYtRWFiI9PR0ZGdno6Kiwur29fX16NevH5YuXYrExESr29TV1SE9PR2rVq2yedxXXnkFK1aswOrVq7Fnzx5EREQgOzsbjY2Nhm0eeOABHD58GFu3bsXnn3+OXbt2Ye7cuZ17wURERESOsFX0sKtnGHiq6GEQMwyIiJzhloDB66+/jjlz5uCRRx7B0KFDsXr1aoSHh2PNmjVWtx8/fjxeffVV3HfffQgJsV6IZurUqfjDH/6AO++80+rjkiRh+fLleP7553HHHXdg5MiRWL9+PUpLSw3ZCEePHsWWLVvw9ttvIyMjA9dffz1WrlyJDRs2oLS01CWvnYiIiMgm46KHbS1GGQZdtEuC1lNFD+UMA3ZIICJyhssDBs3Nzdi/fz+ysrKUg6jVyMrKQkFBgasPZ1BcXIyysjKT48bExCAjI8Nw3IKCAsTGxmLcuHGGbbKysqBWq7Fnzx6r+21qakJNTY3JjYiIiKhD5AyDSz8Cv+8BlBaaru9qPFXDoEWfbcoMAyIip7g8YHDp0iW0tbUhISHBZH1CQgLKyspcfTgDed/tHbesrAzx8fEmjwcFBSEuLs7m2PLy8hATE2O49enTxw2jJyIioi4htq9lC8XoXkD8UO+Mx9uCPdQlgRkGREQdEuTtAfi6hQsXIjc313C/pqaGQQMiIiLqmJBI4Df/AWorxDQEdZA4adZ00a9kcsDA7TUM5C4JDBgQETnD5Z9OPXr0gEajQXl5ucn68vJymwUNXUHed3l5OZKSkkyOO2rUKMM25oUXW1tbUVlZaXNsISEhNusqEBERETktNEbcCNDKGQbu7pKgD0hwSgIRkVNcHjDQarUYO3Ys8vPzMX36dACATqdDfn4+cnJyXH04g7S0NCQmJiI/P98QIKipqcGePXvwxBNPAAAyMzNRVVWF/fv3Y+zYsQCAbdu2QafTISMjw21jIyIiIiIr5AyDn/YA/7jbfcepOqs/HjMMiIic4Zb8t9zcXMyePRvjxo3DhAkTsHz5ctTV1eGRRx4BAMyaNQu9evVCXl4eAFEo8ciRI4afz58/j6KiIkRGRmLAgAEAgNraWpw8edJwjOLiYhQVFSEuLg4pKSlQqVR4+umn8Yc//AEDBw5EWloaFi1ahOTkZEPgYsiQIbjlllswZ84crF69Gi0tLcjJycF9992H5ORkd/xTEBEREZEtMfppng2VwMmtHjheb/cfg4gogKgkSZLcseM33ngDr776KsrKyjBq1CisWLHCcBV/0qRJSE1Nxdq1awEAZ86cQVpamsU+Jk6ciB07dgAAduzYgcmTJ1tsM3v2bMN+JEnC4sWL8de//hVVVVW4/vrr8eabb+Kaa64xbF9ZWYmcnBx89tlnUKvVmDFjBlasWIHIyEiHXldNTQ1iYmJQXV2N6OhoJ/5FiIiIiMiEJAGndwA1HmhvHRwKXHOL0sqRiMiPeOs81G0Bg0DFgAERERERERF5krfOQ13eVpGIiIiIiIiI/B8DBkRERERERERkgQEDIiIiIiIiIrLAgAERERERERERWWDAgIiIiIiIiIgsMGBARERERERERBaCvD0AfyN3oaypqfHySIiIiIiIiKgrkM8/5fNRT2HAwEmXL18GAPTp08fLIyEiIiIiIqKu5PLly4iJifHY8RgwcFJcXBwAoKSkxKO/KHKf8ePH4/vvv/f2MMgFampq0KdPH/z000+Ijo729nDIBfj+DDz8nQYW/j4DBz9DAw/fn4GluroaKSkphvNRT2HAwElqtSj7EBMTwz+mAUKj0fB3GWCio6P5Ow0QfH8GHv5OAwt/n4GHn6GBg+/PwCSfj3rseB49GpEPmjdvnreHQEQ28P0ZePg7DSz8fRL5Lr4/yRVUkqerJvi5mpoaxMTEoLq6mhE7Ih/D9ycREVHH8DOUyLd56z3KDAMnhYSEYPHixQgJCfH2UIjIDN+fREREHcPPUCLf5q33KDMMiIiIiIiIiMgCMwyIiIiIiIiIyAIDBkRERERERERkgQED8lu7du3CbbfdhuTkZKhUKmzatMnk8draWuTk5KB3794ICwvD0KFDsXr1arv7PXjwIG644QaEhoaiT58+eOWVVyy2+fDDDzF48GCEhoZixIgR+Ne//uWql0UUMFatWoXU1FSEhoYiIyMDe/fuNXm8oKAAN910EyIiIhAdHY0bb7wRDQ0N7e5zx44dGDNmDEJCQjBgwACsXbvW6eOS89r7e9vS0oJnn30WI0aMQEREBJKTkzFr1iyUlpba3S9/n97Dz1Ai38bPUPIZEpGf+te//iX97ne/kz766CMJgPTxxx+bPD5nzhypf//+0vbt26Xi4mLprbfekjQajfTJJ5/Y3Gd1dbWUkJAgPfDAA9KhQ4ek999/XwoLC5PeeustwzbffvutpNFopFdeeUU6cuSI9Pzzz0vBwcHSDz/84K6XSuR3NmzYIGm1WmnNmjXS4cOHpTlz5kixsbFSeXm5JEmStHv3bik6OlrKy8uTDh06JB07dkzauHGj1NjYaHOfp0+flsLDw6Xc3FzpyJEj0sqVKyWNRiNt2bLF4eNSx7T397aqqkrKysqSNm7cKB07dkwqKCiQJkyYII0dO7bdffL36V38DCXyXfwMJV/SZQIGO3fulG699VYpKSnJ4oOxublZWrBggTR8+HApPDxcSkpKkh566CHp/Pnzdve7fft2afTo0ZJWq5X69+8vvfPOOxbbvPHGG1Lfvn2lkJAQacKECdKePXtc+MpIkiSrX3aGDRsmvfTSSybrxowZI/3ud7+zuZ8333xT6tatm9TU1GRY9+yzz0qDBg0y3L/nnnukadOmmTwvIyNDeuyxxzrxCkiS2n+vNDQ0SL/+9a+luLg4KSIiQrrrrruksrIyu/v84IMPpEGDBkkhISHS8OHDpc2bN5s8rtPppEWLFkmJiYlSaGioNGXKFOnHH390+WvraiZMmCDNmzfPcL+trU1KTk6W8vLyJEkS75nnn3/eqX0uWLBAGjZsmMm6e++9V8rOznb4uNR51v7emtu7d68EQDp79qzNbfj79B38DA0M/AwNHPwMDSz+fh7aZaYk1NXVIT09HatWrbJ4rL6+HoWFhVi0aBEKCwvx0Ucf4fjx47j99tvb3WdxcTGmTZuGyZMno6ioCE8//TR+9atf4csvvzRss3HjRuTm5mLx4sUoLCxEeno6srOzUVFR4fLXSKauvfZafPrppzh//jwkScL27dvx448/4uabbzZs8/DDD2PSpEmG+wUFBbjxxhuh1WoN67Kzs3H8+HFcuXLFsE1WVpbJsbKzs1FQUODeFxTg7L1X5s+fj88++wwffvghdu7cidLSUtx1113t7nP37t2YOXMmHn30URw4cADTp0/H9OnTcejQIcM2r7zyClasWIHVq1djz549iIiIQHZ2NhobG936egNZc3Mz9u/fb/I+UavVyMrKQkFBASoqKrBnzx7Ex8fj2muvRUJCAiZOnIhvvvnGZD+TJk3Cww8/bLhv771n77jkOdXV1VCpVIiNjTWs4+/Tv/Az1L/wMzRw8DM08Pj9eajTIYYAAF4dCTjWfqeNjY3SrFmzJABSUFCQpNVqpXXr1pls89xzz0kPPfSQ4f7Pf/5zae7cuSbbHD58WAIgHTlyRJIkSQoODpbee+89k21WrVolxcfHu/AVdT3tvVeqqqqk4OBg6cMPPzQ8fvToUQmAVFBQYHOf9q5k6XQ6KTExUXr11VcNj1dVVUkhISHS+++/76qX1uWcP39eAiDt3r3bZP0zzzwjTZgwQSooKJAASHFxcdKaNWukwsJC6emnn5a0Wq3JlamHHnpIeu655wz3Bw4cKP3P//yPyT43b94sAZDq6+vtHpdcw95naENDgzRmzBjp/vvvN1nP36fv4meo/+NnaODgZ2hg88fz0C6TYeAsXh3xfytXrsR3332HTz/9FPv378drr72GefPm4auvvjJsk5eXh/Xr13txlATYf6/s378fLS0tJo8PHjwYKSkpJu+l1NRULFmyxHDf3nu0uLgYZWVlJtvExMQgIyOD71E30ul0AIDHHnsMjzzyCEaPHo0//elPGDRoENasWWPYbv369cjLy/PWMKkDWlpacM8990CSJPzlL38xeYy/T//Cz1D/wc/QroWfoYHP185Dg5x/CYGvsbERzz77LGbOnIno6GjD+pSUFCQlJRnul5WVISEhweS5CQkJqKmpQUNDA65cuYK2tjar2xw7dsy9L6KLa2howG9/+1t8/PHHmDZtGgBg5MiRKCoqwrJlyyzeYLLExESUl5ebrJPvJyYmtruN/Dg579KlS+2+V8rKyqDVak3+cMqPl5WVGe73798fPXr0MNy39R6VnyMv29uGnNejRw9oNBqb7xP57+jQoUNNHh8yZAhKSkps7tfWey86OhphYWHQaDTtHpfcSw4WnD17Ftu2bTP5/LSGv0/fxc9Q/8LP0MDCz9CuzRfPQ5lhYIZXRwJDS0sLWlpaoFab/hfXaDSGyKw1mZmZ2LVrF1paWgzrtm7dikGDBqFbt26GbfLz802et3XrVmRmZrrwFVBH5OfnIycnx9vD6PK0Wi3Gjh1r8j7R6XTIz89HZmYmUlNTkZycjOPHj5s878cff0Tfvn1t7tfee8/eccl95M/OEydO4KuvvkL37t3tPoe/T9/Fz9CuiZ+hvoGfoV2Xr56HMmBgxPjqyNatWzt9dcRehJA6p7a2FkVFRSgqKgIgUuOKiopQUlKC6OhoTJw4Ec888wx27NiB4uJirF27FuvXr8edd95p2MfChQsxa9Ysw/37778fWq0Wjz76KA4fPoyNGzfiz3/+M3Jzcw3b/OY3v8GWLVvw2muv4dixY1iyZAn27dvHD9lOsPdeSUxMRHNzM6qqqqw+bou9K1nyku9R18vNzcXf/vY3rFu3DkePHsUTTzyBuro6PPLII1CpVHjmmWewYsUK/POf/8TJkyexaNEiHDt2DI8++qhhH7NmzcLChQsN9x9//HGcPn0aCxYswLFjx/Dmm2/igw8+wPz58x06LnVce39vW1pacPfdd2Pfvn1499130dbWhrKyMpSVlaG5udmwD/4+fQs/QwMHP0MDDz9Dux6fPg91quJBgICVYhPNzc3S9OnTpWHDhkkVFRUO7UdugWFs5syZFsUmcnJyDPfb2tqkXr16seihC2zfvl0CYHGbPXu2JEmSdOHCBenhhx+WkpOTpdDQUGnQoEHSa6+9Jul0OsM+Zs+eLU2cONFkv//5z3+k66+/XgoJCZF69eolLV261OLYH3zwgXTNNddIWq1WGjZsmEWbIXJee+8VuWDTP//5T8Pjx44dc6hg06233mqyLjMz06Jg07JlywyPV1dXs2CTi6xcuVJKSUmRtFqtNGHCBOm7774zeTwvL0/q3bu3FB4eLmVmZkpff/21yeMTJ040vJ9l27dvl0aNGiVptVqpX79+VlsI2TsuOa+9v7fFxcVWHwMgbd++3bAP/j59Cz9DAws/QwMPP0MDkz+eh3aZgMHVq1elAwcOSAcOHJAASK+//rp04MAB6ezZs1Jzc7N0++23S71795aKioqkCxcuGG7GvYTNq42ePn1aCg8Pl5555hnp6NGj0qpVqySNRiNt2bLFsM2GDRukkJAQae3atdKRI0ekuXPnSrGxsQ71viXqSuy9Vx5//HEpJSVF2rZtm7Rv3z4pMzNTyszMNNnHTTfdJK1cudJw/9tvv5WCgoKkZcuWSUePHpUWL14sBQcHSz/88INhm6VLl0qxsbHSJ598Ih08eFC64447pLS0NKmhocEzL5yIiKiT+BlK5Lv8/Ty0ywQMeHWEyPe1915paGiQfv3rX0vdunWTwsPDpTvvvFO6cOGCyfP79u0rLV682GSdvStZOp1OWrRokZSQkCCFhIRIU6ZMkY4fP+6210hEROQO/Awl8k3+fh6qkiRJcm4SAxEREREREREFOhY9JCIiIiIiIiILDBgQERERERERkQUGDIiIiIiIiIjIAgMGRERERERERGSBAQMiIiIiIiIissCAARF5za5du3DbbbchOTkZKpUKmzZtMnlckiS88MILSEpKQlhYGLKysnDixAm7+127di1iY2PdM2giIiIfYO8z9KOPPsLNN9+M7t27Q6VSoaioyKH97tixAyqVClVVVS4fMxH5HwYMiMhr6urqkJ6ejlWrVll9/JVXXsGKFSuwevVq7NmzBxEREcjOzkZjY6OHR0pERORb7H2G1tXV4frrr8fLL7/s4ZERUSAJ8vYAiKjrmjp1KqZOnWr1MUmSsHz5cjz//PO44447AADr169HQkICNm3ahPvuu8/h4zz88MOoqqoyufry9NNPo6ioCDt27AAATJo0CSNHjkRoaCjefvttaLVaPP7441iyZElHXx4REZHbtPcZCgAPPfQQAODMmTOdOs6SJUuwadMmkwyF5cuXY/ny5YZ9y5+z119/PV577TU0Nzfjvvvuw/LlyxEcHNyp4xORdzHDgIh8UnFxMcrKypCVlWVYFxMTg4yMDBQUFLjlmOvWrUNERAT27NmDV155BS+99BK2bt3qlmMREREFku3bt+PUqVPYvn071q1bh7Vr12Lt2rXeHhYRdRIDBkTkk8rKygAACQkJJusTEhIMj7nayJEjsXjxYgwcOBCzZs3CuHHjkJ+f75ZjERERBZJu3brhjTfewODBg3Hrrbdi2rRp/AwlCgAMGBCR35o6dSoiIyMRGRmJYcOGdXp/I0eONLmflJSEioqKTu+XiIjI1zz++OOGz9DIyMhO72/YsGHQaDSG+/wMJQoMrGFARD4pMTERAFBeXo6kpCTD+vLycowaNQoA8Pbbb6OhoQEA2p0jqVarIUmSybqWlhaL7cz3oVKpoNPpOjR+IiIiX/bSSy/hv//7v+1ux89Qoq6NAQMi8klpaWlITExEfn6+IUBQU1ODPXv24IknngAA9OrVy6F99ezZE4cOHTJZV1RUxEJMRETUZcXHxyM+Pt7udj179kRZWRkkSYJKpQIAh1s0EpH/Y8CAiLymtrYWJ0+eNNwvLi5GUVER4uLikJKSgqeffhp/+MMfMHDgQKSlpWHRokVITk7G9OnTnTrOTTfdhFdffRXr169HZmYm/vGPf+DQoUMYPXq0i18RERGRZ9j7DK2srERJSQlKS0sBAMePHwcgMvjkLD5HTJo0CRcvXsQrr7yCu+++G1u2bMEXX3yB6Oho174gIvJJrGFARF6zb98+jB492nDinpubi9GjR+OFF14AACxYsABPPvkk5s6di/Hjx6O2thZbtmxBaGhou/vV6XQIClLiodnZ2Vi0aBEWLFiA8ePH4+rVq5g1a5b7XhgREZGb2fsM/fTTTzF69GhMmzYNAHDfffdh9OjRWL16dbv7lacRyJ+jQ4YMwZtvvolVq1YhPT0de/fudWgqAxEFBpVkPimJiMjPLV261JBFQERERI7bsGED5syZg6tXr3p7KETkAzglgYgCRn19PY4dO4Z33nkHU6dO9fZwiIiI/EZTUxNOnTqFN954A1OmTPH2cIjIR3BKAhEFjL/+9a/IyspCenq6ISWTiIiI7Pviiy+QkZGBiIgIrFixwtvDISIfwSkJRERERERERGSBGQZEREREREREZIEBAyIiIiIiIiKywIABEfmUvLw8jB8/HlFRUYiPj8f06dMNvaNljY2NmDdvHrp3747IyEjMmDED5eXlhsf/85//YObMmejTpw/CwsIwZMgQ/PnPfzbZxzfffIPrrrsO3bt3R1hYGAYPHow//elPHnmNRERERET+gF0SiMin7Ny5E/PmzcP48ePR2tqK3/72t7j55ptx5MgRREREAADmz5+PzZs348MPP0RMTAxycnJw11134dtvvwUA7N+/H/Hx8fjHP/6BPn36YPfu3Zg7dy40Gg1ycnIAABEREcjJycHIkSMRERGBb775Bo899hgiIiIwd+5cr71+IiIiIiJfwaKHROTTLl68iPj4eOzcuRM33ngjqqur0bNnT7z33nu4++67AQDHjh3DkCFDUFBQgJ/97GdW9zNv3jwcPXoU27Zts3msu+66CxEREfj73//ultdCRERERORPOCWBiHxadXU1ACAuLg6AyB5oaWlBVlaWYZvBgwcjJSUFBQUF7e5H3oc1Bw4cwO7duzFx4kQXjZyIiIiIyL9xSgIR+SydToenn34a1113HYYPHw4AKCsrg1arRWxsrMm2CQkJKCsrs7qf3bt3Y+PGjdi8ebPFY71798bFixfR2tqKJUuW4Fe/+pXLXwcRERERkT9iwICIfNa8efNw6NAhfPPNNx3ex6FDh3DHHXdg8eLFuPnmmy0e//rrr1FbW4vvvvsOzz33HAYMGICZM2d2ZthERERERAGBAQMi8kk5OTn4/PPPsWvXLvTu3duwPjExEc3NzaiqqjLJMigvL0diYqLJPo4cOYIpU6Zg7ty5eP75560eJy0tDQAwYsQIlJeXY8mSJQwYEBERERGBNQyIyMdIkoScnBx8/PHH2LZtm+GEXjZ27FgEBwcjPz/fsO748eMoKSlBZmamYd3hw4cxefJkzJ49G3/84x8dOrZOp0NTU5NrXggRERERkZ9jhgER+ZR58+bhvffewyeffIKoqChDXYKYmBiEhYUhJiYGjz76KHJzcxEXF4fo6Gg8+eSTyMzMNHRIOHToEG666SZkZ2cjNzfXsA+NRoOePXsCAFatWoWUlBQMHjwYALBr1y4sW7YMTz31lBdeNRERERGR72FbRSLyKSqVyur6d955Bw8//DAAoLGxEf/1X/+F999/H01NTcjOzsabb75pmJKwZMkSvPjiixb76Nu3L86cOQMAWLlyJd566y0UFxcjKCgI/fv3x5w5c/DYY49BrWbyFRERERERAwZEREREREREZIGX0YiIiIiIiIjIAgMGRERERERERGSBAQMiIiIiIiIissCAARERERERERFZYMCAiIiIiIiIiCwwYEBEREREREREFhgwICIiIiIiIiILDBgQERERERERkQUGDIiIiIiIiIjIAgMGRERERERERGSBAQMiIiIiIiIissCAARERERERERFZ+P9jMrODs4FN1AAAAABJRU5ErkJggg==\n"
     },
     "metadata": {}
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "4. Edge & Bottle Neck of the strategy and future improvements\n",
    "\n",
    "\n",
    "*    The above graphs show the strategy can effectively capture the temporary correlation breakdown when both coins are within a stable price range\n",
    "*    However, the above graphs show a sharp drawdown at around 6pm on 10 Jun because Spell breaks out its current price range faster than Chsb does, so the model cannot capture this kind of price range breakout movement\n",
    "*   Possible future improvements are adding stop loss to avoid having significant drawdown during price range breakout movement, or adding predictor function to classify that it is a price range breakout so the position can be closed immediately after the classification"
   ],
   "metadata": {
    "id": "u6ZD3QM2mwtM"
   }
  }
 ]
}
